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

Can AskYourDatabase put several findings together in one response?

AskYourDatabase brought several findings together in one response. Its report combined revenue, sales category and cancellation figures that agreed with its direct answers to the same questions.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case 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 is based on this test case.

Three findings assembled into one artifactPassEvidence
What we sent

Input 1 · Monthly revenue: “As of September 2, 2026, what was our total revenue last month?”

Input 2 · Best-selling category: “What's our best-selling product category?”

Input 3 · Cancellation rate: “What's our current cancellation rate?”

Input 4 · Combined report: “Put all of that together into one report.”

What the tool returned

Response 1 (Revenue query progress) is a progress message the tool sent for Input 1; it is not part of the answer.

Response 2 (Revenue SQL) is the query the tool generated for Input 1; it is not part of the answer.

Response 3 answers Input 1.

Response 4 answers Input 2.

Response 5 answers Input 3.

Response 6, the final response, answers Input 4.

Business Performance Report

  1. Monthly Revenue (August 2026) Total revenue: $8,847.45 (excluding cancelled orders)
  2. Best-Selling Product Category Home Decor leads in units sold (123 units), while Furniture generates the highest revenue. Category | Units Sold | Revenue Home Decor | 123 | $18,524.36 Lighting | 109 | $20,323.19 Kitchen & Dining | 100 | $17,630.48 Storage & Organization | 93 | $22,431.12 Bedding & Rugs | 91 | $19,881.12 Furniture | 72 | $37,816.45 Outdoor & Patio | 61 | $28,233.76
  3. Cancellation Rates Metric | Total | Cancelled | Rate Orders | 308 | 67 | 21.75% Subscriptions | 7 | 1 | 14.29% Key Takeaways Revenue: August brought in $8,847.45 in non-cancelled orders. Sales mix: Home Decor is the volume leader, but Furniture is the revenue leader - worth watching for margin and inventory implications. Cancellations: Order cancellations are notably high at ~22%, which may warrant investigation into fulfillment, product quality, or pricing issues.
Show the reply as returned (Markdown)
Business Performance Report
1. Monthly Revenue (August 2026)
Total revenue: $8,847.45 (excluding cancelled orders)
2. Best-Selling Product Category
Home Decor leads in units sold (123 units), while Furniture generates the highest revenue.
Category | Units Sold | Revenue
Home Decor | 123 | $18,524.36
Lighting | 109 | $20,323.19
Kitchen & Dining | 100 | $17,630.48
Storage & Organization | 93 | $22,431.12
Bedding & Rugs | 91 | $19,881.12
Furniture | 72 | $37,816.45
Outdoor & Patio | 61 | $28,233.76
3. Cancellation Rates
Metric | Total | Cancelled | Rate
Orders | 308 | 67 | 21.75%
Subscriptions | 7 | 1 | 14.29%
Key Takeaways
Revenue: August brought in $8,847.45 in non-cancelled orders.
Sales mix: Home Decor is the volume leader, but Furniture is the revenue leader - worth watching for margin and inventory implications.
Cancellations: Order cancellations are notably high at ~22%, which may warrant investigation into fulfillment, product quality, or pricing issues.

Transcribed from Proof 1 · Screen recording at 0:32

Every message the tool sent, in order (6)
  1. Revenue query progress

    I'll help you find the total revenue for last month (August 2026).

  2. Revenue SQL · not part of the answer
    SELECT COALESCE(SUM(total_amount), 0) AS total_revenue
    FROM orders
    WHERE status != 'cancelled'
      AND placed_at >= '2026-08-01'
      AND placed_at < '2026-09-01'
  3. Revenue answer

    Your total revenue for August 2026 was $8,847.45 (excluding cancelled orders).

  4. Best-selling category answer

    Your best-selling product category by units sold is Home Decor with 123 units sold.

  5. Cancellation rates answer

    Here are the cancellation rates for both orders and subscriptions: Order cancellation rate: 21.75% 67 cancelled out of 308 total orders Subscription cancellation rate: 14.29% 1 cancelled out of 7 total subscriptions

  6. Business Performance Report

    The final response, printed above.

Expected vs. Found
✓Expected: One artifact containing each result, consistent with the answer to the same question asked directly.Found: The report repeated the direct answers and reference values: revenue $8,847.45; home decor 123 units; orders 67 of 308 (21.75%); subscriptions 1 of 7 (14.29%).
Supporting proof
Proof 1Screen recording
Screen recording: three database questions and the combined report in chat
Key moments
Open original ↗
Why this result

The report needed to bring the distinct measures together without changing the answers. It put all three in one message, with figures consistent with the earlier direct answers.

Also observed in this test case

Report takeaways. The report included three takeaways, including that home decor led in units sold while furniture led in revenue.

Tested by Ayush Ghosh · evidence dated 7 October 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
AskYourDatabase
Build or version
Not exposed by the hosted product
Model
Claude-Sonnet-5
Surface
Web app
Set up before the run
The measures had to be related but distinct, with a reference answer for each.
Thinking mode
off
Database type
PostgreSQL
Tested
7 October 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.

LevelNameScope
BenchmarkAI Database Agents →28 scenarios · 11 tools
CapabilityReporting →
ScenarioThe user wants several findings in one place →
ToolAskYourDatabase →

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
14 October 2026First publishedAI Database Agents v1
12 November 2026Updated — retested
The result is unchanged: 1 pass · 0 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.

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/askyourdatabase/the-user-wants-several-findings-in-one-place · 1 pass · 0 fail · coverage 1/1 · graded 2026-11-07

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.

File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screen recording2ee4cb7771cbad950fcf3f601b6b7b74ddf42456750d0743de44fc4b56e9fe34