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Graded 3 October 2026

Can BlazeSQL surface questions it cannot answer as failures?

BlazeSQL failed to surface unanswered questions as failures. In the recording, Query review showed one ordinary row marked 'Not verified' and no failures or unanswered view appeared anywhere in the sections shown. The social-media complaints question appeared in Chat with a normal answer, and the other unanswerable question is not shown in the admin view.

1 of 1 test case failed

Every test case in this scenario has a result.

Pass rate0%0 of 1 with a result
Coverage1 of 1test cases with a result
0PassNo test case passed.
1FailMissed at least one thing it was expected to do; the reason and proof are on the row.
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 counts this row.

Failing questions surfaced as failuresFailEvidence
What we sent

Input 1: “How many complaints have we received on social media this month?”

Input 2: “How many customers currently have an active subscription?”

Expected vs. Found
✗Expected: The failing questions are surfaced as failures, not filed as ordinary answered questions.Found: The visible quality-tracking area showed one ordinary row marked 'Not verified'; no failures or unanswered view appeared, and Chat showed a normal answer.
Supporting proof
Proof 1Screen recording
38.6-second recording showing BlazeSQL's main sections and Query review, with no failures or unanswered surface visible.
Key moments
Open original ↗
Proof 2Screenshot
Screenshot of Query review with one query, the all and reviewed counters, and no failures or unanswered column.
Open original ↗
Why this result

Query review and the broader navigation were checked for any failures or unanswered surface. The visible quality-tracking area showed one ordinary row marked 'Not verified', and the social-media complaints chat answered normally, so unanswered questions were not surfaced as failures.

Also observed on this row

Version shown. Settings shows 'Version: 1.8.93'.

Second question hidden. A second unanswerable question was asked from another account, but that conversation is not visible in the admin view shown here.

Tested by Ayush Ghosh · evidence dated 23 September 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
BlazeSQL
Build or version
Not exposed by the hosted product
Surface
Web app
Set up before the run
Several unanswerable questions were mixed in, with no complaint filed. The test then opened the place where failures or unanswered items would appear.
Tested
23 September 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 row says which 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 row 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
6 October 2026First publishedAI Database Agents v1

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This matches what I see

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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/blazesql/failed-question-surfacing · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-03

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 · 67 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screen recording0fb0f658a48cd9830ef7984057542bb7520f3a1e96547cc105faedc6d5916f3d
Proof 2 · Screenshot4927d2253ec293694c019fac5a9a115d924be7d9aa496237f5189c9b6e1bf7cf