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Graded 8 November 2026

Does Denser AI answer when the knowledge base has the answer?

Denser AI retrieved the passage answering the question about Priority 1 faults reported outside business hours. Its answer gave the policy’s acknowledgement target: within 90 minutes of the ticket being raised.

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.

Naturally phrased question the corpus answersPassEvidence
What we sent

“How quickly does Fenwake acknowledge a Priority 1 fault reported outside business hours?”

What the tool returned
Text
A Priority 1 fault reported outside business hours is acknowledged by a named duty engineer within
90 minutes of the ticket being raised. The engineer confirms ownership by telephone and, where the
customer asks for it, in writing on the ticket. This target applies regardless of the cover level
held — the cover level only determines what happens after acknowledgement, not how quickly the call
is answered[1](upload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/ruM2xi4mok
cyDojzyRmgA.pdf PassageID:0).

Request and response log: the question, generated answer and ten returned passages

Copied from Output file (text), lines 13–18

Open the text file ↗
Expected vs. Found
✓Expected: The retrieved results must include the passage that answers the question.Found: The first of ten returned passages stated that Priority 1 faults reported outside business hours are acknowledged within 90 minutes of the ticket being raised.
Supporting proof
Proof 1Screenshot
Notebook screenshot: the query, answer and leading retrieved passages
Open original ↗
Why this result

The supporting passage had to appear in the retrieved results. It ranked first, ahead of the business-hours table in third place, so the response included the passage needed to answer the out-of-hours question.

Also observed in this test case

How passages were ordered. Results were ordered by reranking scores, not initial scores: the fourth passage had a higher initial score than the second and third.

Tested by Vivek Tomar · evidence dated 5 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
Denser AI
Build or version
Not exposed by the hosted product
Plan or tier
Free
Surface
API
Set up before the run
The naturally phrased question concerned Fenwake’s acknowledgement time for Priority 1 faults outside business hours. One knowledge-base document had to answer it, with no other document addressing it.
Citations
on
Prompt override
none set (the product's default)
Context
none set (the product's default)
Tested
5 October 2026 · Vivek Tomar

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
BenchmarkManaged RAG →15 scenarios · 9 tools
CapabilityRetrieval →
ScenarioAnswer is available in the knowledge base →
ToolDenser AI →

History of this result

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from the publication record
10 November 2026First publishedManaged RAG v1

Act on this result

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This matches what I see

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This does not match

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Point out an issue

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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/managed-rag/results/denser-ai/answer-is-available-in-the-knowledge-base · 1 pass · 0 fail · coverage 1/1 · graded 2026-11-08

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.

Output file (text) ↗text/plain; charset=utf-8 · 20 KB
Proof 1 · Screenshot ↗image/png · 374 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Output file (text)51d76d0d1b7ee95b63e175c956d09a080588ddc66f80fbd14b6760cb0b224ea5
Proof 1 · Screenshot0c527cd7b8b5486a74f3564ef312231ce7bfeff746196f135abdbcea087b011c