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Graded 9 October 2026

Can BlazeSQL answer questions from connected data?

BlazeSQL answered three connected-data questions correctly and missed one. It got the order count, the month comparison, and the August total right, but the product-ranking case returned the wrong item and unit count after using a window that ran one day too far.

3 of 4 test cases passed · 1 failed

Every test case in this scenario has a result.

Pass rate75%3 of 4 gradable
Coverage4 of 4test cases with a result
3PassDid everything it was expected to do.
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 4 test cases below: what we sent, what we checked, what the tool returned, and the proof.

The 4 test cases

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

Order count in a defined periodPassEvidence
What we sent

“As of September 2, 2026, how many orders were placed in the last 30 days?”

What the tool returned

The tool's reply is shown in the evidence under Proof.

Proof 1 · Screenshot

Expected vs. Found
✓Expected: 57 ordersFound: It showed 57 orders.
✓Expected: 30 days ending 2 September 2026Found: It stated the 30-day window ending 2 September 2026.
Supporting proof
Proof 1Screenshot
Chat capture: order count and 30-day window
Open original ↗
Why this result

It had to give the order count for the 30 days ending 2 September 2026. It returned 57 and stated that ending date, so this case passes.

Tested by Ayush Ghosh
Order-count difference between two monthsPassEvidence
What we sent

“As of September 2, 2026, how many more orders were placed in August 2026 than in July 2026?”

What the tool returned

The tool's reply is shown in the evidence under Proof.

As of September 2, 2026, 38 orders were placed in August vs. 21 in July — that's 17 more orders in August!

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: 17 more orders in AugustFound: It showed a difference of 17.
✓Expected: August had more orders than JulyFound: It said August had 38 and July had 21, so August was higher.
Supporting proof
Proof 1Screenshot
Chat capture: month comparison and counts
Open original ↗
Why this result

It had to compare August and July order counts as of 2 September 2026. It gave the 17-order difference and said August was higher, so the case passes.

Also observed in this test case

Extra date bound. It added an outer before-September-2 filter, but the month ranges already ended earlier, so it did not change the result.

Tested by Ayush Ghosh · evidence dated 17 September 2026
Total order value in a calendar monthPassEvidence
What we sent

“As of September 2, 2026, what was the combined total amount of all orders placed in August 2026?”

What the tool returned

The tool's reply is shown in the evidence under Proof.

The combined total amount of all orders placed in August 2026 was $20,697.92.

Transcribed from Proof 1 · Screenshot

Expected vs. Found
✓Expected: 20,697.92Found: It showed $20,697.92.
✓Expected: August 2026, all ordersFound: It said August 1 up to but not including September 1 and summed all matching orders.
Supporting proof
Proof 1Screenshot
Chat capture: August total and period scope
Open original ↗
Why this result

It had to sum all August 2026 orders as of 2 September 2026. It returned the exact total and stated the August scope, so the case passes.

Tested by Ayush Ghosh · evidence dated 17 September 2026
Top product by units ordered in a monthFailEvidence
What we sent

“As of September 2, 2026, which product had the most units ordered in August 2026, and how many units?”

What the tool returned

The tool's reply is shown in the evidence under Proof.

Proof 1 · Screenshot

Expected vs. Found
✗Expected: Alder bookshelf, 5-tierFound: It named Wool accent rug, 4x6 instead.
✗Expected: 9 unitsFound: It returned 10 units.
Supporting proof
Proof 1Screenshot
Chat capture: top product and units
Open original ↗
Why this result

It had to name the top product for August 2026 and report its units. The answer used a window that ran one day too far, so it returned the wrong product and 10 units instead of 9; that is why this case fails.

Tested by Ayush Ghosh

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
Tested
By 17 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

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History of this result

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from the publication record
13 October 2026First publishedAI Database Agents v1

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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/blazesql/the-answer-is-available-in-the-connected-data · 3 pass · 1 fail · coverage 4/4 · graded 2026-10-09

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 · 75 KB
Proof 1 · Screenshot ↗image/png · 101 KB
Proof 1 · Screenshot ↗image/png · 58 KB
Proof 1 · Screenshot ↗image/png · 105 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot7abd51929010b6a93133fd4f3b8f713cefc1ba5c1fd07dd5ebf12cb97cde4b88
Proof 1 · Screenshot6aeb00782e1d43a22d234ca9b5d11128dcb310b80ff28480c87ef369d6af4bb5
Proof 1 · Screenshot92cb8ed7d196993c9cbfed6feb03d7f53822f86cd4356d80a7b83754b410961f
Proof 1 · Screenshotb3af3226f3374ecfc94a625b345109539457ccf1ff92b5abfee9d5760dfadc72