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Graded 21 October 2026

Does FutureSmart Database Agent keep a report meaningful when rerun after the data has changed?

FutureSmart Database Agent failed this scenario. The pinned question returned 57 for the 30-day window, but the console sweep shows no way to save an answer as a report or rerun one, so the result cannot refresh after rows are added.

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.

Saved report re-run after new rowsFailEvidence
What we sent

“Show me the number of orders placed in the last 30 days, as of September 2, 2026.”

What the tool returned

Orders Placed in the Last 30 Days As of September 2, 2026, the total number of orders placed in the preceding 30-day period is 57.

Transcribed from Proof 1 · Screenshot

Every message the tool sent, in order (2)
  1. Final response

    The final response, printed above.

  2. Generated query · not part of the answer
    SELECT COUNT(*) FROM orders WHERE placed_at ≥ TIMESTAMP '2026-09-02 00:00:00+00' - INTERVAL '30 days' AND placed_at ≤ TIMESTAMP '2026-09-02 23:59:59+00'
Expected vs. Found
✗Expected: A saved report rerun after rows are added should show the new count for the same relative period.Found: It returned 57 for the pinned run, and the console shows no way to save or rerun a report.
Supporting proof
Proof 1Screenshot
Full-window screenshot: the answer, SQL trace, and result table.
Open original ↗
Proof 2Screenshot
Cropped answer panel: the order total and result table.
Open original ↗
Proof 3Screen recording
Screen recording recorded on 21 October 2026: all rails and databases.
Key moments
Open original ↗
Proof 4Screen recording
Screen recording recorded on 21 October 2026: settings tabs and advanced models.
Key moments
Open original ↗
Why this result

It fails because the case required a saved report to rerun after matching rows were added, and the console shows no save-as-report or rerun control anywhere, so the refreshed result cannot appear.

Also observed in this test case

No refresh path. With no saved report, added rows had nothing to refresh.

Tested by Ayush Ghosh · evidence dated 8 September 2026
Limitations of this result

The later steps were never reached, so there is no saved report or rerun output.

The evidence does not show which plan the account was on, and the sweep recordings show no locked control or upgrade prompt.

The sweep recordings were captured on 21 October 2026, about six weeks after the run, so they show the console then, not on the run date.

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
FutureSmart Database Agent
Build or version
Not exposed by the hosted product
Surface
Web app
Set up before the run
The answer had to stay relative to September 2, new rows had to be added within that window, and the saved report had to be rerun.
Tested
8 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

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
3 October 2026First publishedAI Database Agents v1
27 October 2026Updated — retested on not exposed by the hosted service
The result is unchanged: 0 pass · 1 fail. The earlier result stays readable. Read the earlier result →

Act on this result

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This matches what I see

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We have fixed this

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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/futuresmart-ai-database-agent/relative-date-report · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-21

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 · 178 KB
Proof 2 · Screenshot ↗image/png · 32 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshotb34c4b7862cb4f5198330ce513ae80bb568b5274cedb1a83ea459b6601eff147
Proof 2 · Screenshot7c21df1387a34475513a781bf664fe317698a3ff402cf64f8c600d591b51be8d
Proof 3 · Screen recording1c7688d3022a086fd4d1fee7f5754a87e223e938e351c1a67ce69fb4658e96ef
Proof 4 · Screen recording2c46098230a3cc36cc2a1e5c2a35035ab2248dd8c4936d8c85fcb52087cc9306