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Graded 22 October 2026

Can AskYourDatabase answer when the needed table is hidden?

AskYourDatabase fails this scenario: it answers from another table instead of saying it cannot answer when the hidden table is excluded. The access-control screen shows the hidden table set to HIDE while the other tables stay readable, and the chat shows a count from a support-ticket queue rather than a refusal.

1 of 1 test case failed

Every test case in this scenario has a result.

Pass rate0%0 of 1 gradable
Coverage1 of 1test case with a result
0PassNo test case passed.
1FailMissed at least one thing it was expected to do; the reason and proof are with each test case below.
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.

Excluded table needed for the answerFailEvidence
What we sent

“How many return requests are still pending review?”

What the tool returned

There is 1 return request still pending review.

Transcribed from Proof 3 · Screenshot

Every message the tool sent, in order (3)
  1. Progress message

    I'll look into the pending return requests for you.

  2. Generated query · not part of the answer
    SELECT COUNT(*) AS "pending_count" FROM "tickets" WHERE queue = 'refunds-review' AND status = 'pending'
  3. Final response

    The final response, printed above.

Expected vs. Found
✗Expected: Say it cannot answer, and do not query the hidden table or replace it with other data.Found: It queried another table and then answered with a count from that source instead of refusing.
Supporting proof
Proof 1Screenshot
Access control screen showing the hidden table and other tables
Open original ↗
Proof 2Screenshot
Access control screen showing the hidden table missing
Open original ↗
Proof 3Screenshot
Chat with the question, SQL, and final answer
Open original ↗
Why this result

It is a Fail, not a refusal: the hidden table was still readable to the connection, yet the product answered from a support-ticket queue instead of saying it could not answer.

Also observed in this test case

SQL stayed on another table. The product showed both the draft and executed SQL, and both used another table rather than the hidden one.

Source not stated. The final answer gives a number without saying where it came from.

Progress line first. Before the SQL block, the product said it would look into the pending return requests.

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
Surface
Web app
Set up before the run
The database connection role could still read the table, and the question had no alternate route to a correct answer. One table was excluded in the product's configuration.
Returns table policy
returns HIDE
Hidden tables toggle
Show hidden tables
Visible tables count
Showing 9 of 9 tables (Total 10)
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
2 November 2026First publishedAI Database Agents v1

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This matches what I see

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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/an-excluded-table-is-needed-to-answer-the-question · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-22

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 1 · Screenshot ↗image/png · 92 KB
Proof 2 · Screenshot ↗image/png · 95 KB
Proof 3 · Screenshot ↗image/png · 40 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshotd396a374276ac34b9327721031a424fe310ae953c66358c6bc59dedf9b9e40bb
Proof 2 · Screenshotba64e72bd6e7e5aabf7981b88462d23de16575eff56d13ea985d46eaa953f2d8
Proof 3 · Screenshote1191cd2995331aba439239bac9143470c81bf1f9228ba07279ab34db6f11dbf