AI Demos Research — the structured-intelligence platform. Every verdict on these pages opens to the execution behind it.
Graded 7 October 2026

Can BlazeSQL show the same answer a different way?

BlazeSQL passed this scenario: it showed the same revenue answer in a different form. In the recorded conversation, the first result appeared as a table with seven categories, then the follow-up request switched that same result to a bar chart. The bar lengths matched the table values within the chart's scale.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 with a result
Coverage1 of 1test cases 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 counts this row.

Same answer, different representationPassEvidence
What we sent

Input 1: “As of September 2, 2026, how did our revenue do last month, and what drove it”

Input 2: “Can you show that as a chart instead?”

What the tool returned
CSV7 rows · 4 columns
categoryorder_counttotal_revenueavg_order_value
storage_and_organization83775.44471.93
outdoor_and_patio33446.141148.71
lighting53323.41664.68
home_decor73096.4442.34
kitchen_and_dining21656.05828.03
furniture21244.35622.18
bedding_and_rugs51203.23240.65

Copied from Proof 1 · Output file (CSV), lines 1–8

Open the CSV file ↗
Proof 1Output file (CSV)
CSV with seven revenue categories and totals.

Its contents are printed above, under What the tool returned.

Open the CSV file ↗
Expected vs. Found
✓Expected: The form should change, while the values stay the same.Found: A table changed to a chart, and the same seven values appeared in both views.
Supporting proof
Proof 2Screen recording
Conversation shows a table changing into a chart.
Key moments
Open original ↗
Why this result

The conversation first showed the revenue result as a table and then as a chart after the follow-up request. The same seven category values appeared in both forms, and the chart bars matched the table values within the chart gridlines.

Also observed on this row

No chart labels. The chart does not show numbers on the bars, so the exact figures come from the CSV and measuring against the gridlines.

Tested by Ayush Ghosh · evidence dated 21 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
Model
Blaze AI (Standard)
Surface
Web app
Set up before the run
The question had to allow the same answer to be shown in more than one sensible format.
Tested
21 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

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
8 October 2026First publishedAI Database Agents v1

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.

Request a retest →
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/same-answer-different-format · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-07

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 · Output file (CSV) ↗text/csv; charset=utf-8 · 0 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 2 · Screen recordingbf40c986863ea2aa92220df324c6023a61a447531421200db28e68de4cea637a
Proof 1 · Output file (CSV)8de3efb210e53afb65afe4d16776fc9226772f0162bd1985561b9ec8591700ef