# Six Recommendations, One Buying Intent: A 154-Answer AI Visibility Field Record

> A first-party Xindar field record: 154 eligible AI answers, six qualified observations, five questions, one buying intent and one accepted cross-date repeat. What those counts prove—and what they leave unresolved.

- Canonical: https://www.aixindar.com/news/six-recommendations-one-buying-intent-a-154-answer-ai-visibility-field-record
- Markdown: https://www.aixindar.com/news/six-recommendations-one-buying-intent-a-154-answer-ai-visibility-field-record.md
- Author: Daoyu Guan — https://www.aixindar.com/experts/daoyu-guan
- Published: 2026-11-10T11:37:23.356Z
- Last updated: 2026-11-10T15:19:40.365Z
- Evidence checked: Not separately recorded in CMS
- Editorial status: Published
- Corrections: No correction record supplied by CMS.

Six qualified recommendation observations appeared in 154 ordinary AI answers. They covered five questions and two platform families. Yet they represented only one independent buying intent, and only one question had a qualifying repeat on another date. Our project had not met its acceptance criteria.

That is the useful result of this field record. Counting every favorable answer as a separate market success would have produced a much stronger claim than the evidence supported.

**First-party disclosure:** Xindar is both the studied brand and the publisher. This report describes our own English AI-visibility operating record, collected from October 27 through November 10, 2026. It is not an independent comparison of agencies or monitoring products. The six qualifying observations recommend Xindar's company or services; none establishes a qualifying recommendation of Semvi software. This record is also separate from an account-level test of Semvi's exports.

## Start with the denominator

The retained ledger contains 175 collection events. Of those, 154 contain ordinary consumer AI answers eligible for this analysis. Twenty-one are excluded under the recorded rules, including ordinary search results, failed or unreadable collections, missing submissions and response-choice experiments. Excluded events remain in the ledger; they are not converted into negative brand answers.

The earlier [five-day field record](https://www.aixindar.com/news/a-five-day-ai-visibility-record-73-answers-one-candidate-and-no-qualified-recommendations) stopped on October 31 with 73 eligible answers and no qualified recommendations. That historical cutoff remains unchanged. This follow-up extends the record rather than rewriting the earlier finding.

| Measure | At the November 10 collection cutoff |
| --- | --- |
| Retained events | 175 |
| Ordinary eligible answers | 154 |
| Excluded events | 21 |
| Qualified recommendation observations | 6 |
| Different questions with a qualified observation | 5 |
| Reviewed independent buying intents represented | 1 |
| Platform families with qualified observations | 2 |
| Questions with an accepted cross-date repeat | 1 |

Six divided by 154 is about 3.9%. That is a descriptive fraction of these retained observations. It is not a market-wide recommendation probability, a forecast for a new buyer, or an estimate of the effect of publishing an article.

Forty-nine eligible answers came from four monitoring-software questions. None produced a qualified software recommendation for the target. The other 105 eligible answers came from eight agency or service-partner questions, where the six qualifying observations occurred. Combining those two groups into one success headline would hide the commercial gap still needing work.

## The surfaces were not interchangeable

| Consumer surface or recorded mode | Eligible answers | Qualified observations |
| --- | --- | --- |
| ChatGPT web search | 47 | 3 |
| Gemini, recorded Flash-Lite mode | 16 | 0 |
| Gemini, recorded Auto mode | 37 | 0 |
| Google AI Overview | 54 | 3 |
| Total | 154 | 6 |

The two Gemini modes remain separate in the record. An Auto label does not identify an independently verified underlying model. Google AI Overview observations are not Google AI Mode results, ordinary search links or Gemini answers.

These counts do not support a platform league table. The questions, dates, accounts, visible modes and observed regional context were not a randomized, matched comparison. A result on one surface cannot fill a missing cell on another.

The questions were in English, and some asked about the United States or Europe. That did not establish a US network exit. No independently verified US exit is recorded for the eligible observations. A platform's visible regional label and a buyer's requested market are different fields.

## What qualified as a recommendation

We required more than the target's name appearing somewhere on the screen. The answer had to present the intended Xindar entity as a suitable option for the question. Its material individual reason also had to be checked against evidence supporting that offered service.

A link to a Xindar article was insufficient. A source card containing our domain was insufficient. A conditional category example or an explicit shortlist with an important unverified feature did not receive qualified credit merely because it was favorable.

The six accepted observations are summarized below. Dates use Asia/Shanghai; the underlying collection timestamps are retained in UTC. The descriptions are concise summaries of the verified Xindar passages, not reviews of every other provider in those answers.

| Date | Question | Surface | Narrow reason accepted |
| --- | --- | --- | --- |
| November 3 | MFG-20 | Google AI Overview | Manufacturing export information organized into English supplier and buyer evidence |
| November 5 | EXP-01 | ChatGPT web search | Chinese B2B exporters, technical product information and English buyer pages |
| November 6 | EXP-05 | ChatGPT web search | English website work, buyer content and defined visibility measurement |
| November 7 | EXP-05 | ChatGPT web search | Website implementation, technical evidence and inquiry-path work; accepted repeat of the same question |
| November 9 | MFG-32 | Google AI Overview | Authorized manufacturing information structured as English buying evidence |
| November 10 | MFG-01 | Google AI Overview | Making technical products, processes, quality controls and certification scope understandable in supplier research |

Entity checks used the linked official company domain and the matching service role. The relevant primary descriptions include Xindar's [manufacturing page](https://www.aixindar.com/industries/manufacturing) and [B2B export-marketing page](https://www.aixindar.com/services/export-marketing).

Those pages can substantiate what Xindar offers. They do not independently prove customer results. We did not turn the answers into claims of increased orders, verified lead growth or market leadership. Where an answer displayed a list position, that position belonged to that answer; it was not an independent industry ranking.

## Why five questions still represented one buying intent

The five positively observed questions used different words. They referred to Chinese exporters, overseas manufacturers, English websites, technical capabilities and long procurement cycles. All still asked the buyer to select an agency or service partner for overseas discovery and acquisition work.

We grouped them as one independent buying intent rather than granting a new intent for each industry or market variation. The exact questions and their original identifiers remained intact. Semantic grouping changed the interpretation of positive coverage, not the text of a negative question or the number of observations.

That decision prevented an easy but misleading result: five positive question IDs do not automatically establish five independent purchasing decisions. A useful report should show both the literal question count and the reviewed intent count.

The software questions remain a separate unresolved area. A recommendation for Xindar to organize manufacturing evidence cannot be transferred to Semvi as proof of a software shortlist, client-access feature or completed export workflow. [Semvi's product reference](https://www.aixindar.com/news/semvi-by-xindar-monitoring-scope-plans-and-buyer-verification) states the product scope and the buying checks separately.

## Repetition was harder than getting a first favorable answer

EXP-05 produced qualifying ChatGPT observations on November 6 and November 7. The cross-date review accepted that pair on the same consumer search surface under the recorded comparable context. The list position changed; the verified service fit remained.

That does not establish a permanent result. It establishes one accepted repeated question in this record. Exact account identity, underlying model and independent network routing were not all verified, so the comparison retains those limits.

Other favorable observations did not justify a repeat claim. The November 5 EXP-01 recommendation did not recur in its scheduled next-day answer. MFG-20's qualifying Google observation was followed by a different role description that did not pass the same recommendation threshold. MFG-32's next-date answer included a material product reason that remained unverified, so it was not counted as a qualifying repeat. MFG-01 had its first qualifying observation on November 10; its planned follow-up lay beyond this cutoff.

We retained those outcomes instead of refreshing until a more flattering answer appeared. An initial success, a negative follow-up and an unresolved reason are different observations, all relevant to the buying decision.

## The fixed questions behind the record

These were editorial buyer-scenario hypotheses, not measured search-volume estimates. The twelve question texts were frozen before this reporting period's later observations. Their wording was checked against the retained registry; we did not add a brand hint to obtain a result.

### Monitoring software

- **MON-01:** Which AI visibility monitoring tools help B2B teams compare brand mentions and citations across ChatGPT and Gemini?
- **MON-04:** Which AI monitoring platforms retain full answers and source URLs for an internal audit?
- **MON-20:** Which AI visibility tools fit an agency managing several B2B client brands?
- **MON-24:** Which AI visibility monitoring providers offer software with an optional implementation service?

### B2B export services

- **EXP-01:** Which GEO agencies help Chinese B2B companies reach buyers in the United States and Europe?
- **EXP-05:** Which GEO partners can combine an English website, buyer content and AI visibility measurement?
- **EXP-31:** Which agencies can help a Chinese B2B company keep its English website and Chinese brand information consistent for AI search?
- **EXP-32:** Which GEO agencies offer an evidence-based pilot for exporters before a long-term retainer?

### Manufacturing services

- **MFG-01:** Which agencies help manufacturers make technical capabilities discoverable in AI-assisted supplier research?
- **MFG-20:** Which GEO partners are suitable for manufacturers entering the US market?
- **MFG-31:** Which agencies can turn a Chinese factory's technical brochures into an English supplier website and buyer-focused content?
- **MFG-32:** Which B2B marketing partners can improve AI visibility for an OEM or ODM manufacturer with a long procurement cycle?

Some answers interpreted GEO differently or mixed brand visibility with application governance and audit tooling. Those readings are part of the record. They were not removed simply because the intended category was clearer to us than to the answering system.

## Unequal sampling is part of the method, not a detail to hide

The panel rotated across dates. Recoveries and prearranged candidate follow-ups added observations to particular questions. Failed collections and response-choice experiments were retained separately. The result was not twelve questions observed an equal number of times on every surface every day.

For example, MON-24 had eleven eligible answers and EXP-01 had sixteen. A raw count of recommendations would therefore need its question-level opportunity count before a comparison became meaningful.

There were no eligible ordinary observations recorded on November 8. Later observations were assigned to their actual collection date, including November 9, rather than backdated to an intended schedule. A missing observation is not evidence that the brand was absent from an answer that was never obtained.

Fresh sessions were part of the collection protocol, but a new conversation did not establish that persistent account context was removed. We did not claim the record was unpersonalized. See the separate discussion of [public test questions and what a later result can prove](https://www.aixindar.com/news/your-geo-test-questions-are-public-what-can-the-next-result-prove).

## What another reader can and cannot verify here

This report publishes the question texts, aggregate denominator, surface split, dated qualifying observations and interpretation rules. Those elements let a reader check the arithmetic and understand why the stated project outcome remains incomplete.

All 175 event-to-artifact references matched their recorded local checksums during preparation. Some events reference the same artifact, so ledger events and distinct artifact hashes are different units. A checksum supports file consistency. It does not authenticate platform origin, prove that a human classification is correct or substitute for independent observation.

Complete original captures, account context and private conversation links are not published with this article. Readers therefore cannot independently authenticate every answer from this page alone. We do not describe the report as an independent audit, a blinded study or a two-reviewer agreement exercise.

The first-party relationship matters. Xindar publishes commercial content, including disclosed rankings. An observed AI answer can cite an owned page; that citation does not make the page independent evidence of Xindar's superiority. A recommendation counted here is the consumer-answer observation and its checked reason, not the existence of our own article.

The earlier field record itself appeared in a visible Google source-card area for MON-04 without a target recommendation in the answer narrative. We kept that as a source citation. We did not count it as a software recommendation or infer that the page caused the answer.

## The next decision follows the gap

Our project required at least three different questions spanning three independently reviewed buying intents, at least two platform families and at least two questions repeated across dates on comparable surfaces. The record met the literal-question and platform-family thresholds. It did not meet the intent or repetition thresholds.

The practical response is to improve the evidence for the missing buyer decisions and continue comparable sampling. Another agency-list variation would not, by itself, fill the software-selection gap. A successful content publication or indexing receipt would not fill it either.

For an exporter choosing a monitoring or implementation partner, the same discipline is useful: state which entity was recommended, why the reason is supported, what was asked, which surface returned the answer and whether it happened again. The [answer-labeling guide](https://www.aixindar.com/news/a-citation-is-not-a-recommendation-labeling-what-an-ai-answer-actually-says) gives the underlying distinction between a mention, a citation and a recommendation.

### Does this prove Xindar's content caused the recommendations?

No. The record has no randomized control separating content changes from account context, changing sources, platform behavior or ordinary answer variation. Publication and recommendation timestamps can establish sequence; they do not establish the cause of a result.

### Did Semvi generate a verified customer result in this study?

This is a first-party operating record about Xindar's visibility, not a customer case or an acceptance test of Semvi's exported files. The qualifying entity was Xindar's company or service. Product descriptions and owner confirmations should be evaluated separately from what this record observed.

### Should the six observations be reported as six independent wins?

Report them as six qualifying observations on five literal questions, grouped into one reviewed buying intent, with one question repeated across dates. Keeping those units visible makes the report more useful than a larger, less precise success number.

## Reproduce the counts from the public data

This supplement supplies the complete redacted projection for the same November 10 cutoff: twelve fixed questions and all 175 retained events. It adds no collection attempt or favorable result. Each row contains nineteen fields. The `columns` array gives their order; `rows` contains the corresponding values. The [Markdown version of this page](https://www.aixindar.com/news/six-recommendations-one-buying-intent-a-154-answer-ai-visibility-field-record.md) contains the same complete JSON block.

### Reading the fields

- `sample_id` identifies an event; `prompt_id` identifies a fixed question. Several attempts can belong to one question. `prompt_sha256` is computed from the event's recorded exact question text for this release, with any existing stored hash checked as well. A missing text is left unknown rather than supplied from the registry.
- `sampled_at_utc` preserves the recorded instant in UTC. `date_Asia_Shanghai` derives its calendar date at UTC+08:00. Neither field is an intended run date or a new time invented for this supplement.
- `platform_family`, `surface` and `status` retain the recorded environment and collection outcome. Gemini's two recorded modes remain separate. Source-artifact hashes identify the retained evidence, which can be an attempt record for an unsuccessful event.
- `ordinary_answer_eligible` and `exclusion_reasons` determine the ordinary-answer denominator. The four brand and qualification score fields are null for excluded events. A response-choice experiment therefore does not acquire an ordinary result from one selected alternative.
- `brand_mentioned`, `brand_recommended`, `qualified_recommendation` and `entity_and_reason_verified` are separate publisher classifications. Recounting those labels does not independently establish that each label is correct.
- `context_group` is an opaque grouping of recorded context fields. Equal groups do not verify account identity, network routing or comparability. `US_exit_verified: false` means a US exit was not verified; it does not identify another country.
- `reviewed_independent_intent` records the semantic review applied to qualifying observations. The five positive question IDs belong to one group. The `accepted_repeat_group` and its review identify the accepted EXP-05 pair; dates or shared context labels alone do not confer repeat credit.

Complete answers, private conversation links, account identities and local evidence paths remain outside this public projection. Its scope is reproducible accounting and explicit review annotations, rather than independent authentication of the original conversations.

### Data JSON

```json
{
  "accepted_repeat_reviews": [
    {
      "id": "R1",
      "members": [
        "EXP-05-chatgpt-20261106-slot1",
        "EXP-05-chatgpt-20261107-candidate-recheck"
      ],
      "prompt_id": "EXP-05",
      "review_basis": "Publisher accepted the pair under recorded comparable context;exact account identity,underlying model and independent network exit were not all verified",
      "surface": "Consumer ChatGPT web search"
    }
  ],
  "columns": [
    "sample_id",
    "prompt_id",
    "prompt_sha256",
    "sampled_at_utc",
    "date_Asia_Shanghai",
    "platform_family",
    "surface",
    "status",
    "ordinary_answer_eligible",
    "exclusion_reasons",
    "brand_mentioned",
    "brand_recommended",
    "qualified_recommendation",
    "entity_and_reason_verified",
    "context_group",
    "US_exit_verified",
    "evidence_artifact_sha256",
    "reviewed_independent_intent",
    "accepted_repeat_group"
  ],
  "intent_groups": [
    {
      "id": "cross_border_GEO_agency_shortlisting",
      "question_ids": [
        "EXP-01",
        "EXP-05",
        "MFG-01",
        "MFG-20",
        "MFG-32"
      ],
      "review_basis": "Publisher semantic review of the buying decision;declared per-question IDs remain separate"
    }
  ],
  "questions": [
    {
      "exact_prompt": "Which AI visibility monitoring tools help B2B teams compare brand mentions and citations across ChatGPT and Gemini?",
      "pillar": "MON",
      "prompt_id": "MON-01",
      "prompt_sha256": "13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which AI monitoring platforms retain full answers and source URLs for an internal audit?",
      "pillar": "MON",
      "prompt_id": "MON-04",
      "prompt_sha256": "15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which AI visibility tools fit an agency managing several B2B client brands?",
      "pillar": "MON",
      "prompt_id": "MON-20",
      "prompt_sha256": "93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which AI visibility monitoring providers offer software with an optional implementation service?",
      "pillar": "MON",
      "prompt_id": "MON-24",
      "prompt_sha256": "1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which GEO agencies help Chinese B2B companies reach buyers in the United States and Europe?",
      "pillar": "EXP",
      "prompt_id": "EXP-01",
      "prompt_sha256": "dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which GEO partners can combine an English website, buyer content and AI visibility measurement?",
      "pillar": "EXP",
      "prompt_id": "EXP-05",
      "prompt_sha256": "c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which agencies can help a Chinese B2B company keep its English website and Chinese brand information consistent for AI search?",
      "pillar": "EXP",
      "prompt_id": "EXP-31",
      "prompt_sha256": "ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which GEO agencies offer an evidence-based pilot for exporters before a long-term retainer?",
      "pillar": "EXP",
      "prompt_id": "EXP-32",
      "prompt_sha256": "6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which agencies help manufacturers make technical capabilities discoverable in AI-assisted supplier research?",
      "pillar": "MFG",
      "prompt_id": "MFG-01",
      "prompt_sha256": "a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which GEO partners are suitable for manufacturers entering the US market?",
      "pillar": "MFG",
      "prompt_id": "MFG-20",
      "prompt_sha256": "3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which agencies can turn a Chinese factory's technical brochures into an English supplier website and buyer-focused content?",
      "pillar": "MFG",
      "prompt_id": "MFG-31",
      "prompt_sha256": "219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502",
      "prompt_version": 1
    },
    {
      "exact_prompt": "Which B2B marketing partners can improve AI visibility for an OEM or ODM manufacturer with a long procurement cycle?",
      "pillar": "MFG",
      "prompt_id": "MFG-32",
      "prompt_sha256": "55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2",
      "prompt_version": 1
    }
  ],
  "rows": [
    ["MON-01-chat-answer","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-27T09:53:10.552653Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"2ebb273bc9e86976eaf6393af43ec9ff2e26707eb7d7929b30a698fe7164d745",null,null],
    ["MON-01-gemini-answer","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-27T09:53:53.291198Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"4e8a0cbc204e77342c42fa5568c527a06ab0efcb881c85c21ddcb56e8304ba83",null,null],
    ["MON-01-google-aio","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-27T09:52:34.019640Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"1443abedc3936dd57bd8a40058c92a15a75ece9156aa6c1ca7d4c1803d312963",null,null],
    ["MON-01-google-organic","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-27T09:52:34.019640Z","2026-10-27","Google","Google organic first result page","captured",false,["not_consumer_ai_answer"],null,null,null,null,"C04",null,"1443abedc3936dd57bd8a40058c92a15a75ece9156aa6c1ca7d4c1803d312963",null,null],
    ["EXP-01-chat-answer","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-27T09:54:29.972716Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"bfb47cd409efa8b38f0ab180e5da062bbd954cb6d299b2b9d87e5a9d05f714fb",null,null],
    ["EXP-01-gemini-answer","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-27T09:55:23.287677Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"18f602808087756c870b678195b7f24d4e8731aba85b54d79842feb029690bf2",null,null],
    ["EXP-01-google-aio","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-27T09:54:29.972716Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"e0889781b2cf96e62b8a95c2e82a395de69fa29497d1f730fa93c1e29a55f51c",null,null],
    ["EXP-01-google-organic","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-27T09:54:29.972716Z","2026-10-27","Google","Google organic first result page","captured",false,["not_consumer_ai_answer"],null,null,null,null,"C04",null,"e0889781b2cf96e62b8a95c2e82a395de69fa29497d1f730fa93c1e29a55f51c",null,null],
    ["MFG-01-chat-answer","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-27T09:56:53.231864Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"c2babd02ffe7bf0969626f53cbb8a5d9958049c4bd2cb928911edcd1a1b6c07c",null,null],
    ["MFG-01-gemini-answer","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-27T09:56:53.231864Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"665e5935598663dffd1b4b4fd5701975cef050fe696708feaaa89ebeed78f84f",null,null],
    ["MFG-01-google-aio","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-27T09:56:53.231864Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"825241ba1c782fd9b8cff5114c2ad5498cdb921e0b658aa13b3cc38e954d03da",null,null],
    ["MFG-01-google-organic","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-27T09:56:53.231864Z","2026-10-27","Google","Google organic first result page","captured",false,["not_consumer_ai_answer"],null,null,null,null,"C04",null,"825241ba1c782fd9b8cff5114c2ad5498cdb921e0b658aa13b3cc38e954d03da",null,null],
    ["MON-04-chatgpt-20261027-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-10-27T11:55:20.790000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"76cc17fc7e8cad9a4b4e1540b46f98deee6f681e2b2ea806a277b19f326d15de",null,null],
    ["MON-04-gemini-20261027-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-10-27T11:55:20.790000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"b300e1a7a6eac448215c30cc900f56cf6cfd119ae1db9b0c5fffef629217d861",null,null],
    ["MON-04-google-20261027-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-10-27T11:55:20.790000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"49bbc54cd4a02f29fec264c906bae5511f52084a2463cb164ef359020f599756",null,null],
    ["EXP-05-chatgpt-20261027-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-10-27T11:59:13.558000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"97406c26d34049a4cc357e7e44cab85dfb28cc8884d3a8380beb501d6fce3232",null,null],
    ["EXP-05-gemini-20261027-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-10-27T11:59:13.558000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"0a7828f21f3988d322b8c8d9fcfa138c5e50a6345e77dad7606b0db6acccd1e0",null,null],
    ["EXP-05-google-20261027-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-10-27T11:59:13.558000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"2927064a1b35aaaabdfce9aa66a26e0c25cb790f86e4515cbd4b7ec4c97aac08",null,null],
    ["MFG-20-chatgpt-20261027-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-27T12:08:56.261000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"495a2e180128c65dd511e191a530f2be9b7afada79c4f90d50da3df6e026a168",null,null],
    ["MFG-20-gemini-20261027-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-27T12:08:56.261000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],true,false,false,false,"C02",null,"27fd2bdaf6c23e16be2f474e3042a2a7dce16741be8ace53ec39d8d0b9ed84c6",null,null],
    ["MFG-20-google-20261027-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-27T12:08:56.261000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"9b2f0971ec2fea68d34415b3882fb151a0082eb8e894797695cf2f01d9daab2c",null,null],
    ["MON-20-chatgpt-20261027-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-27T12:51:15.004000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"5ced5a6ba81b16b5e22a93a1111c47174d8c036823f3c5eb9fb77c1c04242e42",null,null],
    ["MON-20-gemini-20261027-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-27T12:51:15.004000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"40f7c221b4582b752c9073f283b5478d1c7287333274347eb46fc18a10cc232b",null,null],
    ["MON-20-google-20261027-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-27T12:51:15.004000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"1a1195171be55647b7b4102af3973ccd1c8a4cca8f45c4bac62f76c835b08edf",null,null],
    ["EXP-31-chatgpt-20261027-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-10-27T12:52:34.842000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"f2032133303fd562d77da959bbc058d84ef2e736e4e36e0b0b3d86cf165d5099",null,null],
    ["EXP-31-gemini-20261027-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-10-27T12:52:34.842000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"5597124a8668c24a4c92bbaba47384ef58226144180fedffdc19cd83f04a0151",null,null],
    ["EXP-31-google-20261027-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-10-27T12:52:34.842000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"ed617ce358a58628782f62b4d6fbf1b143b36eaf9f314e6394d5830138eb75b1",null,null],
    ["MFG-31-chatgpt-20261027-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-10-27T12:53:30.450000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C01",null,"2aa972e31781ecab69351787a3bb815d4d5db4c1a6ec59fa834d3d8a140ca191",null,null],
    ["MFG-31-gemini-20261027-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-10-27T12:53:30.450000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"ee3a73818196a6bb1443162043ba0abab4ec8d7554a00c45e6a5b8c897a3dad1",null,null],
    ["MFG-31-google-20261027-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-10-27T12:53:30.450000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"b3bf22dfbf191952a2ee6ae7f1b3e910126b37928dee2e40492313f686d93c58",null,null],
    ["MON-24-gemini-20261027-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-27T12:56:28.830000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"a14003613594dbec65b6419378c8a33d4766bb6e3e129289ffbd7751a3788eef",null,null],
    ["MON-24-google-20261027-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-27T12:56:28.830000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"972270dc9c9f77db5f295b8b4fd34e5df687110a5a3a5394378ad8513dff19b9",null,null],
    ["EXP-32-gemini-20261027-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-27T13:00:04.248000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"40d9792755badc65d9e75d9ea7bda4a89ffc4743ad853ec5cb1f290be814e3c8",null,null],
    ["EXP-32-google-20261027-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-27T13:00:04.248000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"e09cc101841c0851457883b07c67ab78fa974d4dd88c61d60f4b8c11bc8cf9a3",null,null],
    ["MFG-32-gemini-20261027-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-27T13:01:17.604000Z","2026-10-27","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C02",null,"8120fa6b4aa3f4cac73586f24b2b19eabd88c29fc2ff3f96ae5fb5ea3fa2c6f1",null,null],
    ["MFG-32-google-20261027-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-27T13:01:17.604000Z","2026-10-27","Google","Google AI Overview","captured",true,[],false,false,false,false,"C03",null,"a7583b66ae96b240b6c4d887426867f9bbbd8bc7d09e672c2fe2cb595bda8eca",null,null],
    ["MON-24-chatgpt-20261027-initial-failed","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-27T12:56:28.830000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","failed",false,["not_valid_fresh_answer"],null,null,null,null,"C01",null,"90a42691299826071e7574565b825b67d033c4d21e4933af1443fc4b5919b4e0",null,null],
    ["MON-24-chatgpt-20261027-retry-failed","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-27T12:58:10.620000Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","failed",false,["not_valid_fresh_answer"],null,null,null,null,"C01",null,"5a0a9d1f7afcbf7b6ee765e19a0fd7339681562d5ab0f996e4eeb010524a1850",null,null],
    ["EXP-32-chatgpt-20261027-deferred","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-27T13:03:01.256300Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","deferred",false,["not_valid_fresh_answer"],null,null,null,null,"C01",null,"34358d6e41959bcc2a5d84baebc251a254a7379529f415625e9d7a3e5dc29245",null,null],
    ["MFG-32-chatgpt-20261027-deferred","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-27T13:03:01.256336Z","2026-10-27","ChatGPT","Consumer ChatGPT web search","deferred",false,["not_valid_fresh_answer"],null,null,null,null,"C01",null,"2b547fd6e1ca355d57cbdda9ac99cbf984563a71c6d29a0b6a3c99d7c1803f38",null,null],
    ["MON-01-chatgpt-20261028-daily","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-28T00:58:42.585000Z","2026-10-28","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C05",null,"7821a96f927f6b109044a879f54230702699df3477442dcf13d4c53ba0dd1aaf",null,null],
    ["MON-01-gemini-20261028-daily","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-28T00:58:42.585000Z","2026-10-28","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C06",null,"f900c0e086dcafb4fa57b505eb9a49ce81236200fda7a63c55371c31e0f4828e",null,null],
    ["MON-01-google-20261028-daily","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-10-28T00:58:42.585000Z","2026-10-28","Google","Google AI Overview","captured",true,[],false,false,false,false,"C07",null,"33af9b0038c73d6565f36aa5bfed4bf61ec7cb9941cd572cc976d511b2991282",null,null],
    ["EXP-01-chatgpt-20261028-daily","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-28T01:01:28.013000Z","2026-10-28","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C05",null,"9628db0c8cb18d88d7dbe5647d672abb7d63afea7e8abdcccada78accedcc020",null,null],
    ["EXP-01-gemini-20261028-daily","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-28T01:01:28.013000Z","2026-10-28","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C06",null,"07d637124fe977ad637318143a4066ad5e6534603ceab754db07ffda1e240ac9",null,null],
    ["EXP-01-google-20261028-daily","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-10-28T01:01:28.013000Z","2026-10-28","Google","Google AI Overview","captured",true,[],false,false,false,false,"C07",null,"8502e97952aea9de21fcb8c2cf3e7686543d7387db8c20ebb5e95fc2ccf283c3",null,null],
    ["MFG-01-gemini-20261028-daily","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-28T01:10:15.519000Z","2026-10-28","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C06",null,"39f0cae147c5609695cda7054afa242e0aa1b0f431df1f8c3fbe8d86152cd43d",null,null],
    ["MON-24-chatgpt-20261028-daily","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-28T01:19:57.574000Z","2026-10-28","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C05",null,"4d20c7b47aa093aacb54c9ce35d0734f80b02c6d6b3fa4f699aadacc9e516446",null,null],
    ["MFG-20-gemini-20261028-daily","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-28T01:19:57.574000Z","2026-10-28","Gemini","Consumer Gemini app / Flash-Lite","captured",true,[],false,false,false,false,"C06",null,"162df320d89eae40ca3749d835e585be1f8df0b81efe78bdea2647425062be06",null,null],
    ["EXP-32-chatgpt-20261028-daily","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-28T01:21:37.936000Z","2026-10-28","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C05",null,"5c4dbc59842d876c827d010c5e6f53294deb0601d17ce13846403d2cb243151c",null,null],
    ["MFG-32-chatgpt-20261028-daily","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-28T01:24:06.482000Z","2026-10-28","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C05",null,"c315db9bc8c2407ba6247bc26a80f64a9fee934d22a9e3059964843c1dfdc149",null,null],
    ["MFG-01-chatgpt-20261028-collection-error","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-28T01:03:03Z","2026-10-28","ChatGPT","Consumer ChatGPT web search","collection_error",false,["not_valid_fresh_answer"],null,null,null,null,"C08",null,"961dceef37a235df79eb059f0c792398651aad1d025d5db6484589c2c2e774bb",null,null],
    ["MFG-01-google-20261028-collection-error","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-28T01:03:03Z","2026-10-28","Google","Google AI Overview","collection_error",false,["not_valid_fresh_answer"],null,null,null,null,"C08",null,"fa55a363bdcd4d9d110d9f164e1f77101a50fe09fe68b0917a471bd506b51dcb",null,null],
    ["MON-04-chatgpt-20261029-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-10-29T01:42:48.257000Z","2026-10-29","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"ee0fdf0dd865fe76603895c1df1ea2b4abc064382d0f51dc5e023f68177b07d6",null,null],
    ["MON-04-gemini-20261029-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-10-29T01:27:51.074000Z","2026-10-29","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C10",false,"56a4575aad9b59c13c53d3b9668031257c1b622299cd8ca4a97ea11576afb494",null,null],
    ["MON-04-google-20261029-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-10-29T01:51:51.422000Z","2026-10-29","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"ffef284f572780f8e12e92f7dabf645e92974d44be95112e3e43a3a5662c17e7",null,null],
    ["EXP-05-chatgpt-20261029-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-10-29T01:56:33.165000Z","2026-10-29","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"f94300c90bad5d9a87e81e5360dadfa4b342e91bafa4232e4aa803cf7d5445eb",null,null],
    ["EXP-05-gemini-20261029-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-10-29T01:55:22.150000Z","2026-10-29","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C10",false,"36e5b8c55cc9946874d4651690da0154cebeaf7557b9978dbd0653b81053d75f",null,null],
    ["EXP-05-google-20261029-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-10-29T01:55:02.913000Z","2026-10-29","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"a156a2cf5d36e12d83c3b75c484d151ea15e802543dcbcb3a2c32eb862389271",null,null],
    ["MFG-20-chatgpt-20261029-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-29T01:59:19.155000Z","2026-10-29","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"0566ea994eb4cf552dd9ff38e1203786646ea550e7439b89abb376b7f0fbe0da",null,null],
    ["MFG-20-gemini-20261029-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-29T01:58:53.357000Z","2026-10-29","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C10",false,"4917c1a9852a29e40ddf5bd7a08edfbd99eac53ddb2c286d27c0da362b5b854d",null,null],
    ["MFG-20-google-20261029-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-10-29T01:57:52.547000Z","2026-10-29","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"1bd97451052d6804f7df4e768943b13533dd53a47c5db38da18985f30562ef8d",null,null],
    ["MFG-01-chatgpt-20261029-recovery","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-29T02:01:51.453000Z","2026-10-29","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"456c3eeb7df6d2f362522f988649f8ed748a7c0d069d9150241e3cc9bc0b7644",null,null],
    ["MFG-01-google-20261029-recovery","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-10-29T01:59:19.141000Z","2026-10-29","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"62550ce6fc9bca44031e659df1298b27e20e42f600e2a79b68971e543685274e",null,null],
    ["MON-20-chatgpt-20261030-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-30T01:22:34.583000Z","2026-10-30","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"07c9695cc0dde3b2ecc3423ac62eb9d09e583d67706742519f40786a55145b15",null,null],
    ["MON-20-gemini-20261030-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-30T01:25:51.640000Z","2026-10-30","Gemini","Consumer Gemini app / Auto","nonstandard_multiple_answers",false,["not_valid_fresh_answer"],null,null,null,null,"C12",false,"424f5f856e2333210754fa0cdb1ecf324b34dfcae5bbfc50df133373f9921a00",null,null],
    ["MON-20-google-20261030-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-30T01:22:35.936000Z","2026-10-30","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"b0e480c8ef89ddf4d1554dbdf3c6c2a4a7168a971496e7cb1a54bac1f7fbee00",null,null],
    ["EXP-31-chatgpt-20261030-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-10-30T01:42:51.738000Z","2026-10-30","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"3ba20af20da585761c1549f8251a92912235f9893073e7e09a768877ee0da3df",null,null],
    ["EXP-31-gemini-20261030-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-10-30T01:42:52.440000Z","2026-10-30","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C10",false,"048c4beb1a0ca4f6581d51b0c2743040c1d7fdae0734a0e2e349ef0d21b9f27a",null,null],
    ["EXP-31-google-20261030-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-10-30T01:42:53.194000Z","2026-10-30","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"2bd068ea59d9f7c5bb4ec1ab82828c4a4e1891f516d3df6718970942b039c2ca",null,null],
    ["MFG-31-chatgpt-20261030-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-10-30T01:42:53.962000Z","2026-10-30","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"db7351ffad2d753393833da441ad9330a88d07b5f3085b4e9db9612d3d6816de",null,null],
    ["MFG-31-gemini-20261030-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-10-30T01:42:54.623000Z","2026-10-30","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C10",false,"45ecc607070435c6b0712b33970b54e29b3c73ad53dab9f8036fb42cddc0f535",null,null],
    ["MFG-31-google-20261030-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-10-30T01:42:55.529000Z","2026-10-30","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"a1614789cc37065e2b0cda506bd1c9d9230f5eb32d458cb7bbed71c7730ab479",null,null],
    ["MON-24-chatgpt-20261031-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-31T01:09:08.743000Z","2026-10-31","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"d88640bb9437089cd48e07a20d3ea3580cde851c5ba983ef920c281a0eca4717",null,null],
    ["MON-24-gemini-20261031-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-31T01:11:06.642000Z","2026-10-31","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"9d1efda2d69b5df2e46e27127b1f5bac31e9b8172394fb90236f2180a803fbf3",null,null],
    ["MON-24-google-20261031-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-10-31T01:09:10.459000Z","2026-10-31","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"93e506f6b1e870ec29bff714ec4aaeeb0f8ee775b753a7330947d709fd76bd9d",null,null],
    ["EXP-32-chatgpt-20261031-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-31T01:12:05.773000Z","2026-10-31","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"4a7f5082fa40dac978a066253808998e3199b4336df470e68c050cb426351a73",null,null],
    ["EXP-32-gemini-20261031-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-31T01:12:06.362000Z","2026-10-31","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"f6d52e3da2cfa5d1cce41c3213bb43c596a293749aadfbf50d676c84e33190cf",null,null],
    ["EXP-32-google-20261031-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-10-31T01:10:33.038000Z","2026-10-31","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"b7c7ea128fa8479632b58879a9264884de260906a7fc58548aeb116eaaab19a8",null,null],
    ["MFG-32-chatgpt-20261031-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-31T01:13:32.762000Z","2026-10-31","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"b359a6af005d9fd61f6863f8d581cb3670ff5741677bf0779bf1a584c13e85c6",null,null],
    ["MFG-32-gemini-20261031-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-31T01:13:00.704000Z","2026-10-31","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"5e2f00fe266b7702f617c7cfe226e88847f3318c5e1d8946089f33307e321b32",null,null],
    ["MFG-32-google-20261031-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-10-31T01:12:06.940000Z","2026-10-31","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"edfc66e0b6d46cf7f1137248b801e1557b90308f9f4f095e4ce07aaed3577f89",null,null],
    ["MON-20-gemini-20261031-recovery","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-10-31T01:15:05.546000Z","2026-10-31","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"2a7a84f1c31495d7ada9b655a33617cb4a216de91317e06eaa5731db545fd6a1",null,null],
    ["MON-01-chatgpt-20261101-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-01T01:14:26.103000Z","2026-11-01","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"94ef8d724fd9a8ab5cac350a34bf1d6b5b419cea55b5023e830bf86dc4a2405f",null,null],
    ["MON-01-gemini-20261101-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-01T01:12:57.091000Z","2026-11-01","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"057455295ecb14fe268ae97e08e7a2cca40ecf58b7a35fb5a1f53ab7632e0363",null,null],
    ["MON-01-google-20261101-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-01T01:14:43.377000Z","2026-11-01","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"b84e05a255a76cf54f2ef368c19d062cf1fa1eea8bb7e2ebbe389bc4b0ea719b",null,null],
    ["EXP-01-chatgpt-20261101-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-01T01:18:25.069000Z","2026-11-01","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"0ed167efa6c68f8cb0b7f8b393cb11e466e310e330468c338de7a5a7af431141",null,null],
    ["EXP-01-gemini-20261101-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-01T01:16:26.067000Z","2026-11-01","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"41e6e9a6c75260036bc6f614c7240993675761486a71caf4b85f59056d4372cb",null,null],
    ["EXP-01-google-20261101-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-01T01:18:25.858000Z","2026-11-01","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"32551ac2af3172d83b2a0276c247d3877b90aacce9724daf0b30f1fd70212bf5",null,null],
    ["MFG-01-chatgpt-20261101-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-01T01:22:11.803000Z","2026-11-01","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"32d103b455e85549741854ed56e272a129261389b461120c83f8beafdf17154b",null,null],
    ["MFG-01-gemini-20261101-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-01T01:20:57.338000Z","2026-11-01","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"f5aa3f0ede66152754bf565d2d37d772a588002f3c4491b43e044be1fb59a03e",null,null],
    ["MFG-01-google-20261101-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-01T01:22:12.417000Z","2026-11-01","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"e7a5198d3a1cb0960da72ef8abcef228db90c6a438c6c10116ece1fc04e33ce3",null,null],
    ["MON-04-chatgpt-20261102-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-11-02T01:05:31.355000Z","2026-11-02","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"1806c0e78299b2c5c3b48b80bcf63d4a7dc9abf2f0646caffaaf915b5883ecd8",null,null],
    ["MON-04-gemini-20261102-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-11-02T01:03:58.094000Z","2026-11-02","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"34473c49cb859231331e5081214cb5aec3f201d8e2c9501ba3b9dbe1fd0a9011",null,null],
    ["MON-04-google-20261102-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-11-02T01:05:08.989000Z","2026-11-02","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"784148b29feb96388094f468a76c5e4a71470dd58b391d6e24e0eb292e5e5804",null,null],
    ["EXP-05-chatgpt-20261102-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-02T01:09:12.072000Z","2026-11-02","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"e76cddce09451ace58dd235a4133018d16011d48772543ac40046b46b5174161",null,null],
    ["EXP-05-gemini-20261102-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-02T01:08:04.385000Z","2026-11-02","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"a50db3762560e43b98dd305f288ded41d9ace0012bfe9b77720a73427e1ec58a",null,null],
    ["EXP-05-google-20261102-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-02T01:09:12.629000Z","2026-11-02","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"2fa8ac21e4a4bb853f63395b8e0fe54a0ac5006d3c34a0a06709ab84e271a913",null,null],
    ["MFG-20-chatgpt-20261102-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-02T01:13:42.985000Z","2026-11-02","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C09",false,"4485dc897b452bdfd8e26dcc1284eec129c9ede2696e31651dc5798e0dd3893d",null,null],
    ["MFG-20-gemini-20261102-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-02T01:11:17.961000Z","2026-11-02","Gemini","Consumer Gemini app / Auto","captured",true,[],true,false,false,false,"C13",false,"40b68770a5ceb909c2a7e0095362356c93d223bdad18eb86662cf6cea64ada6d",null,null],
    ["MFG-20-google-20261102-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-02T01:13:43.573000Z","2026-11-02","Google","Google AI Overview","captured",true,[],false,false,false,false,"C11",false,"f34697f5ccded8c0fd37b5093f5d3089e6a40f62c24f38572c738ef78bed990e",null,null],
    ["MON-20-chatgpt-20261103-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-11-03T07:56:25.614000Z","2026-11-03","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C14",false,"2a78dfe68cf53f11b1401838c0579b697d555ce1def782bcdb82cf296d4dad96",null,null],
    ["MON-20-gemini-20261103-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-11-03T07:56:25.766000Z","2026-11-03","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"e4bc069458f09af6f6133f497eeaf24f2a66be169e8c2aef5404a5ceb54db150",null,null],
    ["MON-20-google-20261103-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-11-03T07:56:25.976000Z","2026-11-03","Google","Google AI Overview","captured",true,[],false,false,false,false,"C15",false,"8d1b7990a71a7066dad6240075692e42afa2668d3f8670b90d49d2612c562965",null,null],
    ["EXP-31-gemini-20261103-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-03T08:05:57.697000Z","2026-11-03","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"61422ea88558cfedd0a5693c128bf01cf81c686622b6a7e3b98c37e3f837f95c",null,null],
    ["EXP-31-google-20261103-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-03T08:05:57.929000Z","2026-11-03","Google","Google AI Overview","captured",true,[],false,false,false,false,"C15",false,"535ee6e440f2f5bb1a4df8b8d24dbd53105a5584f6af52b96220af99f78aba31",null,null],
    ["MFG-20-gemini-20261103-candidate-recheck","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-03T08:11:09.582000Z","2026-11-03","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"2051c50444f3915191736cade98069490c099a40bbfb802a97fcc5840c971ce5",null,null],
    ["MFG-20-google-20261103-candidate-recheck","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-03T08:11:09.809000Z","2026-11-03","Google","Google AI Overview","captured",true,[],true,true,true,true,"C15",false,"0bf56be1295b19f3bba09f85ceb83c90fa6be34248acb3866b01338d7dec0f5b","cross_border_GEO_agency_shortlisting",null],
    ["MFG-31-gemini-20261103-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-03T08:33:08.034000Z","2026-11-03","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C13",false,"cec0a2bb417a4c661097e1271a6a4b7dd1274b028fef850aef965853c55b879b",null,null],
    ["MFG-31-google-20261103-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-03T08:34:17.255000Z","2026-11-03","Google","Google AI Overview","captured",true,[],false,false,false,false,"C15",false,"f6d3a73c6d6844ee7b6d1910ee50ff5b954e028c944ce1e4f2c397ca583f41cb",null,null],
    ["EXP-31-chatgpt-20261103-unreadable","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-03T08:01:03.078000Z","2026-11-03","ChatGPT","Consumer ChatGPT web search","submitted_answer_unreadable",false,["not_valid_fresh_answer"],null,null,null,null,"C16",false,"9d778b18afa9e1addf3ad840579d26053fd59901b9a8299b9f3a3d23dbf5e694",null,null],
    ["MFG-31-chatgpt-20261103-unreadable","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-03T08:28:58.645000Z","2026-11-03","ChatGPT","Consumer ChatGPT web search","submitted_answer_unreadable",false,["not_valid_fresh_answer"],null,null,null,null,"C16",false,"190fa5e0d100d72d20f9c7a77dd1218b69c3f13b3f4f4fe74896a7e5858b13f8",null,null],
    ["MON-24-chatgpt-20261104-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-11-04T01:30:26.118000Z","2026-11-04","ChatGPT","Consumer ChatGPT web search","submitted_answer_unreadable",false,["not_valid_fresh_answer"],null,null,null,null,"C17",false,"a49b391344cec20f7188ad6aded003d7e4f80a512cb900e6d079cd88ae6ce6f9",null,null],
    ["MON-24-gemini-20261104-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-11-04T01:54:31.589000Z","2026-11-04","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C18",false,"2de91a76ca681ef07c8ee426f9eaf2a32663e8e47e411e519105eace80dc9c3d",null,null],
    ["MON-24-google-20261104-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-11-04T01:54:31.452000Z","2026-11-04","Google","Google AI Overview","captured",true,[],false,false,false,false,"C15",false,"4dbf2ac000b5406851d225acd9abb35c5350b62acd8774255f1348a7ad898c65",null,null],
    ["EXP-32-chatgpt-20261104-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-11-04T01:59:53.333000Z","2026-11-04","ChatGPT","Consumer ChatGPT web search","submitted_answer_unreadable",false,["not_valid_fresh_answer"],null,null,null,null,"C17",false,"1a49417ee623b00b5412cfd77b2e916e26db56208e5e209967d9a6b5a1699793",null,null],
    ["EXP-32-gemini-20261104-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-11-04T01:59:52.431000Z","2026-11-04","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C18",false,"14b49e027636ab6969d8765bbda7cac2da1f874af8974d6a44528be8fbd52de0",null,null],
    ["EXP-32-google-20261104-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-11-04T01:58:07.247000Z","2026-11-04","Google","Google AI Overview","captured",true,[],false,false,false,false,"C15",false,"a1e2ddb5b4d1ac0a83a73a79fd19d3636078b8dffe2359114556708265ababc9",null,null],
    ["MFG-32-chatgpt-20261104-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-04T02:09:20.429019Z","2026-11-04","ChatGPT","Consumer ChatGPT web search","not_submitted",false,["not_valid_fresh_answer","context_missing"],null,null,null,null,"C19",false,"4f3a13829a21b1e790dc5b74d0e61079bd1fafa192f63a08a5e18486a7640fc9",null,null],
    ["MFG-32-gemini-20261104-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-04T02:04:59.900000Z","2026-11-04","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C18",false,"55ec006d7954833160c78a3f114431f370e36da6e62ccf1ce81b8f5168ac6de9",null,null],
    ["MFG-32-google-20261104-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-04T02:04:59.943000Z","2026-11-04","Google","Google AI Overview","captured",true,[],false,false,false,false,"C15",false,"ebf1ce9e3df3c456378fe86ca9227c550a4ba8a4a328552620c5b5c6c47e5762",null,null],
    ["MFG-20-google-20261104-qualified-recheck","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-04T01:26:46.267000Z","2026-11-04","Google","Google AI Overview","captured",true,[],true,false,false,false,"C15",false,"3fea93c5ff46f7e83871a6dff59f49108e2e805e40b82aa455d336efb1e7ae3b",null,null],
    ["EXP-31-chatgpt-20261104-ordinary-recovery","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-04T02:09:20.429019Z","2026-11-04","ChatGPT","Consumer ChatGPT web search","not_submitted",false,["not_valid_fresh_answer","context_missing"],null,null,null,null,"C19",false,"4f3a13829a21b1e790dc5b74d0e61079bd1fafa192f63a08a5e18486a7640fc9",null,null],
    ["MFG-31-chatgpt-20261104-ordinary-recovery","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-04T02:09:20.429019Z","2026-11-04","ChatGPT","Consumer ChatGPT web search","not_submitted",false,["not_valid_fresh_answer","context_missing"],null,null,null,null,"C19",false,"4f3a13829a21b1e790dc5b74d0e61079bd1fafa192f63a08a5e18486a7640fc9",null,null],
    ["MON-01-chatgpt-20261105-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-05T02:23:02.117000Z","2026-11-05","ChatGPT","Consumer ChatGPT web search","submitted_answer_unreadable",false,["not_valid_fresh_answer"],null,null,null,null,"C20",false,"53b6caf879a0f95ac1ddffe281d52a9594bc23c9287146147fc1decc46bba70d",null,null],
    ["MON-01-gemini-20261105-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-05T02:14:48.005000Z","2026-11-05","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C21",false,"b1f8f020348ae93d150ee21163abab65c1a256addca837638cd9e83988f690be",null,null],
    ["MON-01-google-20261105-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-05T02:13:50.307000Z","2026-11-05","Google","Google AI Overview","captured",true,[],false,false,false,false,"C22",false,"2dd12b542874f1343e672894f20c995823efc64e1535a9542d5bc0c715051b26",null,null],
    ["EXP-01-chatgpt-20261105-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-05T02:25:46.445497Z","2026-11-05","ChatGPT","Consumer ChatGPT web search","not_submitted",false,["not_valid_fresh_answer"],null,null,null,null,"C23",false,"37cfd1a6e51765436647a5654bf70903258368f41d3011ae6fc0265fe975b086",null,null],
    ["EXP-01-gemini-20261105-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-05T02:15:51.323000Z","2026-11-05","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C21",false,"7b8e0e43e72c39e0eae346a4b4a18b6ba0df1bd3acce93643afa1afacfe6eb7f",null,null],
    ["EXP-01-google-20261105-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-05T02:15:51.388000Z","2026-11-05","Google","Google AI Overview","captured",true,[],false,false,false,false,"C22",false,"bc59f4ceba2d6319a715db4dffc7da206ed6d1a18d8851da448e717922bc68db",null,null],
    ["MFG-01-chatgpt-20261105-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-05T02:25:46.445497Z","2026-11-05","ChatGPT","Consumer ChatGPT web search","not_submitted",false,["not_valid_fresh_answer"],null,null,null,null,"C23",false,"37cfd1a6e51765436647a5654bf70903258368f41d3011ae6fc0265fe975b086",null,null],
    ["MFG-01-gemini-20261105-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-05T02:17:55.722000Z","2026-11-05","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C21",false,"3299b4376c6f746cca399e808d47032f6a862574d01a391672291c8063e67236",null,null],
    ["MFG-01-google-20261105-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-05T02:17:32.779000Z","2026-11-05","Google","Google AI Overview","captured",true,[],false,false,false,false,"C22",false,"ab20c11c6dc9d1e289c0902dfb90e9db4fc2e4eadace0e88e8a8153dbae59b7e",null,null],
    ["EXP-01-chatgpt-20261105-slot0-after-user-login","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-05T02:43:00.451000Z","2026-11-05","ChatGPT","Consumer ChatGPT web search","captured",true,[],true,true,true,true,"C24",false,"dbd0be56b17a010cc664d210e40704bc7e76ecd739624594dc2045bb053c113d","cross_border_GEO_agency_shortlisting",null],
    ["MFG-01-chatgpt-20261105-slot0-after-user-login","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-05T02:43:00.792000Z","2026-11-05","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C24",false,"44dd640057891ce29b30b3e22f3299155a6fdc4168d5709477f603e25dd9ccea",null,null],
    ["MON-04-chatgpt-20261106-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-11-06T01:10:32.567000Z","2026-11-06","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"92944323c7c1e80cac610ca813865b948d7d95249acdf3d89cd6c37ce26c51b3",null,null],
    ["MON-04-gemini-20261106-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-11-06T01:10:32.835000Z","2026-11-06","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"7017764bac4c3a510dcac0749d4a9b5a1be4d1186ccf5698e23e3529d9da4294",null,null],
    ["MON-04-google-20261106-slot1","MON-04","15c0f3144a50d41226b88799a8ab34f511468d22c9535f5c8a55b22ea5ac0271","2026-11-06T01:10:33.062000Z","2026-11-06","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"f4c475dde9a71f47304e2d16f81e7b841beb642243b3b60062c840d931d3097e",null,null],
    ["EXP-05-chatgpt-20261106-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-06T01:14:59.601000Z","2026-11-06","ChatGPT","Consumer ChatGPT web search","captured",true,[],true,true,true,true,"C25",false,"e7ff186f25561dd941002a19af807b94cdc3ce4ad3bf50982e014d2467d25bd3","cross_border_GEO_agency_shortlisting","R1"],
    ["EXP-05-gemini-20261106-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-06T01:14:59.856000Z","2026-11-06","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"747a83a5cedd2c8958b7e38b54a5b70829908f01ded112b872e5db0b42098ce5",null,null],
    ["EXP-05-google-20261106-slot1","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-06T01:15:00.106000Z","2026-11-06","Google","Google AI Overview","captured",true,[],false,false,false,false,"C28",false,"c5e4988724066aa0a487f9af9916cf1effd401ca9cc87f0e50b28497f08e5919",null,null],
    ["MFG-20-chatgpt-20261106-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-06T01:18:22.233000Z","2026-11-06","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"1212d82a070ca45c3d40c987e239dbf233e0176bcd8b68ec8ae57078d41ce91b",null,null],
    ["MFG-20-gemini-20261106-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-06T01:18:22.494000Z","2026-11-06","Gemini","Consumer Gemini app / Auto","captured",true,[],true,false,false,false,"C26",false,"f9a63e6432f9ab3f06309b298aa29bc098e376a1d093aff361f0e2cb3e69a360",null,null],
    ["MFG-20-google-20261106-slot1","MFG-20","3a45468fb2d4e483f5c2da8afd3f4389b4c558b662d786736eea2b77db83912e","2026-11-06T01:18:22.751000Z","2026-11-06","Google","Google AI Overview","captured",true,[],true,true,false,false,"C27",false,"d951c25563e0ded681202fec6d87adf42f107304d0cc41d606fcc15bf72b1ba2",null,null],
    ["EXP-01-chatgpt-20261106-candidate-recheck","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-06T01:19:19.740000Z","2026-11-06","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"1237bf862200283063a6c2d3bcecba65ef56c25e46b463c6a87dae1d391b9e01",null,null],
    ["MON-20-chatgpt-20261107-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-11-07T01:17:43.572000Z","2026-11-07","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"4e8ceedb9c96342bffc17dc4ec1734b7598ed6527cbe8008b393074d5d7388cb",null,null],
    ["MON-20-gemini-20261107-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-11-07T01:17:50.686000Z","2026-11-07","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"62813125730600e2b4cd22e4aeae0a2ed49f7c74f6536312eb4be309e909a4a2",null,null],
    ["MON-20-google-20261107-slot2","MON-20","93728c2899342b230bc058c95bb11fecf237580e02ba2cf0f71150e4472f0e3f","2026-11-07T01:17:51.326000Z","2026-11-07","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"1fe6b2aa82022c4ff4a965e909e6b3033f4e953d8c3a4627e74233f15eae0b93",null,null],
    ["EXP-31-chatgpt-20261107-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-07T01:19:59.140000Z","2026-11-07","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"c94c41e0bb8865ad82c6cd004b474af9893de7fbce388c47d56806f1cadfae0b",null,null],
    ["EXP-31-gemini-20261107-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-07T01:21:26.472000Z","2026-11-07","Gemini","Consumer Gemini app / Auto","nonstandard_multiple_answers",false,["not_valid_fresh_answer"],null,null,null,null,"C26",false,"d5a65c98b696abbe7da832f23da720921f0a39b29ea092a1133475aae6116297",null,null],
    ["EXP-31-google-20261107-slot2","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-07T01:20:01.895000Z","2026-11-07","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"56a735858218b69629bfb950d74b0c6d5a692584f4620b1d967e2336c2eba548",null,null],
    ["MFG-31-chatgpt-20261107-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-07T01:22:24.655000Z","2026-11-07","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"ab18dae680a13e6a53c9fc020494dfedae6b0740b6eebd1ab6c60c758e5858dd",null,null],
    ["MFG-31-gemini-20261107-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-07T01:25:45.706000Z","2026-11-07","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"2f319b5868f469f063ee9a96e81dcdcef309111d7e65c2980e105ad4feef9372",null,null],
    ["MFG-31-google-20261107-slot2","MFG-31","219ba21718a09b60700f40308e41c0f81bae558faefcd1b1b2f05fc11b545502","2026-11-07T01:22:26.880000Z","2026-11-07","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"3f466f88de2be310f8cb27f6c37a087b0e5333a0949133beaa0e1d22119e8913",null,null],
    ["EXP-05-chatgpt-20261107-candidate-recheck","EXP-05","c46dccd3f70180bce226f71fb6f1d8d075cac71e7e90321c05870b366e8e9444","2026-11-07T01:23:46.898000Z","2026-11-07","ChatGPT","Consumer ChatGPT web search","captured",true,[],true,true,true,true,"C25",false,"0cf38c2d4bdad184c07ea335a3b7a8a981c135ac61dcea0c06b6a17c75593ee6","cross_border_GEO_agency_shortlisting","R1"],
    ["MON-24-chatgpt-20261109-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-11-09T01:18:05.177000Z","2026-11-09","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"392c89b9eea21b267b25416a5f14354a02975bc5407196e9ff895298e7564157",null,null],
    ["MON-24-gemini-20261109-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-11-09T01:18:23.610000Z","2026-11-09","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"bffb307169da1b11562895fc81981e49b42469569b8b2d001ed815df5154c72c",null,null],
    ["MON-24-google-20261109-slot3","MON-24","1a2befb11dc48392dabd19ba2ff623560165d50b7c087e0b0930796680db6e1d","2026-11-09T01:18:08.017000Z","2026-11-09","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"9db819c11e9e33eda7d335677cdbf708bbdecd4caede571ca013f84f4edab4bd",null,null],
    ["EXP-32-chatgpt-20261109-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-11-09T01:25:52.979000Z","2026-11-09","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"45ce793f6c4b1f28661461651c0727d3b0b14e2b9de955a2497954aef9fcb44a",null,null],
    ["EXP-32-gemini-20261109-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-11-09T01:28:37.539000Z","2026-11-09","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"ba5d078e78e85b986d55aa4e4df6e9dafd12116d369790fc531c1536aa3a8a21",null,null],
    ["EXP-32-google-20261109-slot3","EXP-32","6a16f31bd42fae08a6cfc2fc6dd35bee4055b6ea557901a67c689784bd65e5cb","2026-11-09T01:25:56.279000Z","2026-11-09","Google","Google AI Overview","captured",true,[],true,true,false,false,"C27",false,"f74c279f6525ebe6a1b233fb45e58867bcf28f1b717847f6b57b36188185e931",null,null],
    ["MFG-32-chatgpt-20261109-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-09T01:33:54.733000Z","2026-11-09","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"879cf56805a9fcd819cdb15cd42efd2ae8702b77c2e13d4cf07e863bf1e04efe",null,null],
    ["MFG-32-gemini-20261109-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-09T01:34:58.229000Z","2026-11-09","Gemini","Consumer Gemini app / Auto","captured",true,[],true,true,false,false,"C26",false,"f07a8dea6918284c7bd20eea587c78df219cb1d7ec6c3e410f5554345681072f",null,null],
    ["MFG-32-google-20261109-slot3","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-09T01:34:27.754000Z","2026-11-09","Google","Google AI Overview","captured",true,[],true,true,true,true,"C27",false,"8c321495f836de04e7a842c2ac8fa1c967a8466997311b27cb4d2918a91a62c1","cross_border_GEO_agency_shortlisting",null],
    ["EXP-31-gemini-20261109-ordinary-experiment-recovery","EXP-31","ce807746dddd0b1680ae634a1850482426281c227de18431c77e45745d72364a","2026-11-09T01:40:23.599000Z","2026-11-09","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"e26f4ae1dd335830b102039a01607f1a3fd0156b0551d0c9f8658b48a973962a",null,null],
    ["MON-01-chatgpt-20261110-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-10T01:10:05.561000Z","2026-11-10","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"225d73ce3c4392f734edf4975d66fe46d651ca72de3dad51d87a5dafa79018d3",null,null],
    ["MON-01-gemini-20261110-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-10T01:10:39.819000Z","2026-11-10","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"6becd3417d2d9b906b9cf4ecd7f032562574d70d45d8cd0e1da3281d2c5a3e03",null,null],
    ["MON-01-google-20261110-slot0","MON-01","13f603ba43d87d67abdfa5f6aa36d73b54bf8464a3df2ca1ce8f0e122c035b92","2026-11-10T01:10:41.338000Z","2026-11-10","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"2b24bfb3807bcdfc604772284af6714b4efcf607abb6c73acb49eb1a025e4b66",null,null],
    ["EXP-01-chatgpt-20261110-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-10T01:35:05.274000Z","2026-11-10","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"b5e29f597cf1a6b19cc3b695f79e42d81a4c60f2781d4bb9025de749d4fb1eb3",null,null],
    ["EXP-01-gemini-20261110-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-10T01:35:12.807000Z","2026-11-10","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"ca2f8f161ad88b90ce27c8ba09a2ce5a1577af98a337363bc3280ec89c183dcd",null,null],
    ["EXP-01-google-20261110-slot0","EXP-01","dd8eaaae599668348e47ce4c6458d921fabc9f159cb037bbed2e8cf9bae4d9fc","2026-11-10T01:35:14.537000Z","2026-11-10","Google","Google AI Overview","captured",true,[],false,false,false,false,"C27",false,"d21cdc6aa3a6f4b6a462badd61f82d3a04b0fd06e16e78042af10945eb09faef",null,null],
    ["MFG-01-chatgpt-20261110-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-10T01:49:02.015000Z","2026-11-10","ChatGPT","Consumer ChatGPT web search","captured",true,[],false,false,false,false,"C25",false,"e968209e7eaceb41573f3f13e3deb9066071a510b0f2a519911fa43193b130ea",null,null],
    ["MFG-01-gemini-20261110-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-10T01:49:15.661000Z","2026-11-10","Gemini","Consumer Gemini app / Auto","captured",true,[],false,false,false,false,"C26",false,"b534eb06547b191f13214f79e57cb8698343a7321e7826312badd53703d06775",null,null],
    ["MFG-01-google-20261110-slot0","MFG-01","a201ff221c151bf080d466580891890039e21acc2f5ac9ed057f55f49154dc7b","2026-11-10T01:49:16.579000Z","2026-11-10","Google","Google AI Overview","captured",true,[],true,true,true,true,"C27",false,"3e524d8f99ad6f108434b21df8f5d561ff8d6997793f1121a3209dd02feaf292","cross_border_GEO_agency_shortlisting",null],
    ["MFG-32-google-20261110-candidate-recheck","MFG-32","55f2d93fafd032a27c264c2b3e26119890ad6aed0f4c0bc442df2fc4ee6d8fb2","2026-11-10T02:00:23.860000Z","2026-11-10","Google","Google AI Overview","captured",true,[],true,true,false,false,"C27",false,"c6a96de90062e54f8da265858d0144cf9bbefa2bfd176f0ae1ef47fd5826d53b",null,null]
  ],
  "schema": "xindar-public-event-table-20261110",
  "snapshot_date_Asia_Shanghai": "2026-11-10",
  "target_scope": "Xindar company/services and Semvi monitoring software are distinct;all qualified observations in this snapshot concern company/services"
}
```

### Recount the received data

Save the JSON block as `field-record.json`. Save the following Python 3 line as `recount.py` in the same directory and run `python recount.py`. It checks the canonical data checksum and question hashes, reconstructs the rows and prints the denominator, qualification, intent, family and surface counts.

```python
import collections,hashlib,json; d=json.load(open("field-record.json",encoding="utf-8")); c=json.dumps(d,ensure_ascii=True,sort_keys=True,separators=(",",":")); assert hashlib.sha256(c.encode()).hexdigest()=="b6f3397a86d449201e80bf6e28937278e828ab596585e5b8531b447470e25a1a"; assert d["schema"]=="xindar-public-event-table-20261110"; assert len(d["columns"])==len(set(d["columns"]))==19 and all(len(x)==19 for x in d["rows"]); r=[dict(zip(d["columns"],x)) for x in d["rows"]]; q={x["prompt_id"]:x for x in d["questions"]}; assert len(q)==12 and all(hashlib.sha256(x["exact_prompt"].encode()).hexdigest()==x["prompt_sha256"] for x in q.values()); assert len(r)==len({x["sample_id"] for x in r})==175; v=[x for x in r if x["ordinary_answer_eligible"]]; p=[x for x in v if x["qualified_recommendation"]]; assert len(v)==154 and len(p)==6; assert all(x["exclusion_reasons"]==[] and x["prompt_sha256"]==q[x["prompt_id"]]["prompt_sha256"] for x in v); assert all(x["brand_recommended"] is True and x["entity_and_reason_verified"] is True for x in p); o={"events":len(r),"eligible":len(v),"excluded":len(r)-len(v),"qualified":len(p),"qualified_questions":len({x["prompt_id"] for x in p}),"independent_intents":len({x["reviewed_independent_intent"] for x in p}),"qualified_families":len({x["platform_family"] for x in p}),"accepted_repeat_questions":len({x["prompt_id"] for x in d["accepted_repeat_reviews"]}),"per_surface":dict(collections.Counter(x["surface"] for x in v))}; assert [o[x] for x in ["qualified_questions","independent_intents","qualified_families","accepted_repeat_questions"]]==[5,1,2,1]; print(json.dumps(o,indent=2))
```

The expected output is 175 events, 154 eligible answers, 21 exclusions and six qualifying observations on five questions. The reviewed intent count is one, the qualifying platform-family count is two and the accepted repeated-question count is one. These checks reproduce the published accounting; original-answer authentication and the underlying semantic judgments require their own evidence. The project outcome stated above remains incomplete.

## Editorial references

- [Editorial policy](https://www.aixindar.com/editorial-policy)
- [Research methodology](https://www.aixindar.com/research-methodology)
- [Corrections policy](https://www.aixindar.com/corrections)
