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Graded 16 October 2026

Does BlazeSQL report analytics that match what actually happened?

BlazeSQL did not report analytics that matched what happened. Its query review page listed only one of five questions and left out both deliberately unanswerable ones, with no answered-versus-unanswered breakdown.

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.

Reported totals include the unansweredFailEvidence
What we sent

Input 1: “As of September 2, 2026, what's our total revenue in the last 30 days?”

Input 2: “What's our most common payment method?”

Input 3: “How many complaints have we received on social media this month?”

Input 4: “How many customers currently have an active subscription?”

Input 5: “What's our net promoter score for last quarter?”

What the tool returned

The tool's response has no text to quote: it is what the evidence under Proofs shows.

Proof 1 · Screenshot

Proof 4 · Screen recording · ▶ 0:13–0:14; ▶ 0:13–0:14

Expected vs. Found
✗Expected: The reported counts match what was run, including unanswered questions, not just successful ones.Found: The page reported 1 query, showed only the active-subscription question, and omitted the other four, including both unanswered ones.
Supporting proof
Proof 1Screenshot
Screenshot: Query review page with one logged query and counters
Open original ↗
Proof 2Screenshot
Screenshot: Admin chats with three question titles
Open original ↗
Proof 3Screenshot
Screenshot: User chats with two question titles
Open original ↗
Proof 4Screen recording
Screen recording: Query review counters and the single logged query in BlazeSQL
Key moments
Open original ↗
Why this result

It had to reflect the full mix of questions in the workspace. The review page showed only one active-subscription query, while four others were absent, including both unanswered ones, so the reported total did not match what was run.

Also observed in this test case

Query mismatch. The only logged query is the active-subscription question from the user account, so the query log does not match either account's activity.

Tested by Ayush Ghosh · evidence dated 23 September 2026
Limitations of this result

The answers themselves were not shown, so only the reported totals are established here.

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
1.8.93
Surface
Web app
Set up before the run
A mixed set of answerable and unanswerable questions had to be run, and the product’s reported totals were then read against the run log.
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 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

This page is one cell of a larger study: one tool, one scenario. Only this benchmark's frame appears here.

History of this result

What has happened to this result since it was first published. Runs and grades are never overwritten: a retest or a re-grade publishes a new result and keeps the earlier one readable.

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

Act on this result

Nothing filed here edits the run or the grade. A challenge opens a review, and a review can produce a new run or a re-grade — which becomes the current result and leaves this one in the history.

This matches what I see

You run the same kind of test against your own setup and get the same behaviour.

Agree →
This does not match

Yours behaves differently. Tell us what you got, with a screenshot if you have one.

Disagree →
Point out an issue

Something here is wrong — a reference value, a transcription, a grade.

Report an issue →
Request a retest

On a newer build, a larger dataset, or your own setup.

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We have fixed this

Tell us what changed and we schedule a rerun of the failing test case. The old result stays as history.

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/blazesql/analytics-accuracy · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-16

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 · 100 KB
Proof 2 · Screenshot ↗image/png · 54 KB
Proof 3 · Screenshot ↗image/png · 51 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshota200fed6e53833c736a060130edc2fb8a66d80c1064b844f2e65e0d8bf5bb307
Proof 2 · Screenshot965f5d1992fea511220d628a63a5f90655c36610efbec2a9c6846fc4a8cb52a1
Proof 3 · Screenshot1f9827ce86bef63024bf9ec148bb5ddbb1a528d54a15cd4127d8a77fb3e3f615
Proof 4 · Screen recording0fb0f658a48cd9830ef7984057542bb7520f3a1e96547cc105faedc6d5916f3d