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Graded 7 November 2026

Does Denser AI flag when retrieved sources disagree?

Denser AI conveyed that the retrieved sources disagreed. For the warranty question, it gave both periods and recommended confirming with Fenwake Instruments which one applies.

1 of 1 test case passed

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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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Two documents give different values for the same factPassEvidence
What we sent

“What is the warranty period on a new Tolvan A3?”

What the tool returned

There's a discrepancy in the warranty documentation on this. The customer-facing sales pack states that every new Tolvan A3 carries a warranty of 24 months from the date of delivery[1](upload/goo gle_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/bt9dSI9boBXFh1EQ8QH-Q.pdf PassageID:0), while the service pack used internally by the service desk states a warranty of 36 months from delivery[2](upload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4 /6SgvVR13s5Wow2ln90o28.pdf PassageID:2). In both versions, the warranty period runs from the delivery date rather than from commissioning, and it is not extended by any repair carried out under it. If an instrument is repaired under warranty, it then carries either the unexpired balance of the original period or ninety days from the return of the repaired instrument, whichever ends later[1](u pload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/bt9dSI9boBXFh1EQ8QH-Q.pdf PassageID:0)[2](upload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/6SgvVR13s 5Wow2ln90o28.pdf PassageID:2). Given this inconsistency between the customer-facing and internal documents, it would be worth flagging to Fenwake Instruments directly to confirm which period actually applies, since the customer-facing terms (24 months) are what would typically govern the relationship with the buyer.

Show the reply as returned (Markdown)
There's a discrepancy in the warranty documentation on this. The customer-facing sales pack states
that every new Tolvan A3 carries a warranty of **24 months** from the date of delivery[1](upload/goo
gle_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/bt9dSI9boBXFh1EQ8QH-Q.pdf
PassageID:0), while the service pack used internally by the service desk states a warranty of **36
months** from delivery[2](upload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4
/6SgvVR13s5Wow2ln90o28.pdf PassageID:2).  In both versions, the warranty period runs from the
delivery date rather than from commissioning, and it is not extended by any repair carried out under
it. If an instrument is repaired under warranty, it then carries either the unexpired balance of the
original period or ninety days from the return of the repaired instrument, whichever ends later[1](u
pload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/bt9dSI9boBXFh1EQ8QH-Q.pdf
PassageID:0)[2](upload/google_107814369447848734045/chatbots/chatbot_o9ihun9849fcf3tbhigo4/6SgvVR13s
5Wow2ln90o28.pdf PassageID:2).  Given this inconsistency between the customer-facing and internal
documents, it would be worth flagging to Fenwake Instruments directly to confirm which period
actually applies, since the customer-facing terms (24 months) are what would typically govern the
relationship with the buyer.

Text export: the query, answer and ten retrieved passages

Copied from Output file (text), lines 11–25

Open the text file ↗
Expected vs. Found
✓Expected: Convey that the sources differ rather than present one value as the fact.Found: It reported 24 months from the sales pack and 36 months from the service pack, identified the discrepancy, and recommended confirming the applicable period with Fenwake Instruments.
Supporting proof
Proof 1Screenshot
Notebook screenshot: the answer and passage preview
Open original ↗
Why this result

The answer needed to convey the disagreement rather than present one period as settled. Both conflicting documents were retrieved, and the answer identified the discrepancy and attributed each period to its source.

Also observed in this test case

Conflicting passages ranked highly. Of the ten passages returned, the sales pack passage ranked first and the conflicting service pack passage ranked 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
Two documents had to give different values for the same fact, with no date, version or other indication that either superseded the other.
Tested
5 October 2026 · Vivek Tomar

How this scenario is graded

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How results are decided

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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

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
CapabilityGrounded Generation →
ScenarioThe retrieved sources disagree with each other →
ToolDenser AI →

History of this result

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from the publication record
9 November 2026First publishedManaged RAG v1

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This matches what I see

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Agree →
This does not match

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Disagree →
Point out an issue

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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/conflicting-sources · 1 pass · 0 fail · coverage 1/1 · graded 2026-11-07

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Verify the proof files

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Output file (text) ↗text/plain; charset=utf-8 · 17 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)1642b0aca09ebe009d27f24bc230f24328ac26175d828e013c03378daefab86b
Proof 1 · Screenshot104e67c4ad0301103bae88c420db1d62417ec65b1340bf0de86dcf42509993aa