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Graded 17 October 2026

Does AskYourDatabase report totals that match what actually happened?

AskYourDatabase's reported counts matched what was run in the two accounts. The first account showed 3 conversations and the second showed 2, and the messages list showed the five questions with timestamps; each count included an unanswered chat.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

Each test case is judged on its own: Pass, Fail, Not gradable, or Untested. The scenario result above is based on this test case.

Reported totals include the unansweredPassEvidence
What we sent

Input 1 · Person 1 account, 2026-10-07: “As of September 2, 2026, what's our total revenue in the last 30 days?”

Before each of Inputs 2–5: A separate chat was used for this question.

Input 2 · Person 1 account, 2026-10-07: “What's our most common payment method?”

Input 3 · Person 1 account, 2026-10-07: “How many complaints have we received on social media this month?”

Input 4 · Person 2 account, 2026-10-07: “How many customers currently have an active subscription?”

Input 5 · Person 2 account, 2026-10-07: “What's our net promoter score for last quarter?”

What the tool returned

Response 1 answers Input 1.

Response 2 answers Input 2.

Response 3 answers Input 3.

Response 4 answers Input 4.

Response 5, the final response, answers Input 5.

I don't have access to any Net Promoter Score (NPS) data in this database

Quoted from Research submission

Every message the tool sent, in order (5)
  1. Revenue answer

    the total revenue in the last 30 days (August 3 – September 2, 2026) was $8,828.82. This figure excludes cancelled orders.

  2. Payment-method answer

    Your most common payment method is card, used in 162 orders

  3. Social-media complaints reply

    I don't have access to social media data in this database. The database contains tables for customers, orders, products, subscriptions, returns, tickets, and related records — but nothing tracking social media mentions or complaints. If you're looking for customer complaints, the closest match would be the tickets table, which tracks support issues. Would you like me to check how many support tickets were opened this month instead?

  4. Active-subscription answer

    4 customers currently have an active subscription.

  5. Net promoter score reply

    The final response, printed above.

Expected vs. Found
✓Expected: Reported counts should match what was run, including unanswered chats.Found: The first account shows 3 conversations and the second shows 2, and each count includes the unanswered chat on that account.
Supporting proof
Proof 1Screen recording
Screen recording: the complaints refusal, five listed questions and the first account’s conversation count
Key moments
Open original ↗
Proof 2Screenshot
Screenshot: the first account’s 3 conversations beside the five-question Messages list
Open original ↗
Proof 3Screenshot
Screenshot: the second account’s 2 conversations beside the same five-question Messages list
Open original ↗
Proof 4Screenshot
Screenshot: the social-media complaints question, full refusal and five-question Messages list
Open original ↗
Why this result

The product had to count what was run on each account, including unanswered chats. The first account shows 3 conversations and the second 2, and the messages list shows the five questions with timestamps.

Also observed in this test case

Conversation reporting scope. The History counters count conversations rather than questions and do not separate answered from unanswered chats.

Tested by Ayush Ghosh · evidence dated 7 October 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
AskYourDatabase
Build or version
Not exposed by the hosted product
Model
Claude-Sonnet-5
Surface
Web app
Set up before the run
A mix of answerable and unanswerable questions had to be run, and the customer’s own run log was the comparison record for the totals.
Thinking Mode
off
Database type
PostgreSQL
Test setup
one shared bot with two team accounts
Tested
7 October 2026 · Ayush Ghosh

How this scenario is graded

How we decide Pass, Fail and Not gradable. The same rules apply to every tool tested on this scenario.

How results are decided

Each test case gets one result per tool: Pass, Fail or Not gradable. A test case we haven't run yet shows Untested. There are no partial results.

The rules
  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the test case's result says which one and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the test case's result says what's missing.

Where this sits in the benchmark

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History of this result

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from the publication record
13 October 2026First publishedAI Database Agents v1
12 November 2026Updated — retested
The result is unchanged: 1 pass · 0 fail. The earlier result stays readable. Read the earlier result →

Act on this result

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This matches what I see

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This does not match

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Vendor notice →
Filed against this evidenceNothing yet. Challenges, counter-evidence and fix notices appear here with their outcome, and stay on the page after they are resolved.
Cite this result
aidemos.com/benchmarks/ai-database-agents/results/askyourdatabase/analytics-accuracy · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-17

The same record is available as structured data through the AI Demos MCP server, with the counts, the coverage and every per-test-case reason carried as fields.

Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Proof 2 · Screenshot ↗image/png · 194 KB
Proof 3 · Screenshot ↗image/png · 185 KB
Proof 4 · Screenshot ↗image/png · 239 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screen recording81ccb36e75b2c9a6681bdc6406e154992d582c7430c2583608dc24d75ba3eddf
Proof 2 · Screenshotd33f714028321a404f4707de5e955d2ff45103a9b4d2c72f664cf7e8f313491b
Proof 3 · Screenshot7a9cce825ca6bdd7a4024d56081770303ac74985e331768def404edfc277e3e1
Proof 4 · Screenshot5a844f04cb894d74c94b75530322bc998d158034c2e133d82460945e4164343e