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Graded 7 November 2026

Can Draxlr show what people asked and who asked it?

Draxlr made the questions visible and attributable to the people who asked them. The admin could see all five test chats in the sidebar and identify which account asked each question.

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

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Usage view across two accountsPassEvidence
What we sent

Input 1 · AIDemos Research Benchmark (admin): “As of September 2, 2026, what's our total revenue in the last 30 days?”

Input 2 · AIDemos Research Benchmark (admin): “What's our most common payment method?”

Input 3 · AIDemos Research Benchmark (admin): “How many complaints have we received on social media this month?”

Input 4 · CodiumX (member): “How many customers currently have an active subscription?”

Input 5 · CodiumX (member): “What's our net promoter score for last quarter?”

What the tool returned

Response 1 answers Input 1.

Response 2 answers Input 2.

Response 3 answers Input 3.

Response 4 answers Input 4.

Response 5 (Question about the NPS proxy) is a question the tool asked about Input 5; it is not an answer.

Which data should I use as a proxy for net promoter score?

Transcribed from Proof 2 · Screen recording at 0:29

Every message the tool sent, in order (5)
  1. Answer

    Your total revenue in the last 30 days as of September 2, 2026 was $13,128.96. This includes all order statuses and currencies.

  2. Answer

    Your most common payment method is card, with 162 orders. This excludes orders with no payment method and covers all time.

  3. Answer

    We've received 0 social media complaints this month.

  4. Answer

    5 customers currently have an active subscription.

  5. Question about the NPS proxy

    The final response, printed above.

Expected vs. Found
✓Expected: The questions appear with their asking accounts identified, and the total matches the questions run.Found: All five test chats appeared among ten chats in the admin’s sidebar. Hover labels attributed the first three to the admin and the remaining two to the member.
Supporting proof
Proof 1Screenshot
Team settings screenshot: the admin and member accounts and their access levels
Open original ↗
Proof 2Screen recording
Screen recording: five test chats in the admin sidebar, their replies and attribution labels
Key moments
Open original ↗
Why this result

The test required the questions to be visible and attributed to the right accounts. All five appeared and were correctly attributed. One reply asked for clarification, but the result concerns visibility and attribution, not the answers’ content.

Also observed in this test case

Attribution requires opening chats. The Today sidebar grouped the test chats without names, avatars or a per-person filter. The admin had to open a chat and hover over its question to see who asked it.

Hover labels show elapsed time. The hover label on the revenue question also showed how long ago it was asked.

Score request needed a proxy. For the net promoter score question, Draxlr asked which data to use as a proxy and offered four options rather than giving a score.

Tested by Ayush Ghosh · evidence dated 27 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
Draxlr
Build or version
Not exposed by the hosted product
Plan or tier
Premium
Model
gpt-5.5-1
Surface
Web app
Set up before the run
A usage view and two configured accounts were required. A known set of questions was to be run from both accounts before opening the usage view.
Signed-in account and access level
AIDemos Research Benchmark, Admin Access
Tested
27 October 2026 · Ayush Ghosh

How this scenario is graded

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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
9 November 2026First publishedAI Database Agents v1

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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/draxlr/user-question-audit · 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.

Proof 1 · Screenshot ↗image/png · 99 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot9312d727587a97c90934f4da3f60c13efaef222a34cb9b3d560e70955f76e902
Proof 2 · Screen recordingdd8d145d6b73539c1dbdbaaf6ec357ea54ab214787a86bd7d9d52e5d2fa42ae1