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Graded 7 November 2026

Can Denser AI find new content added to a source?

Denser AI returned a fact from newly added content after the source was refreshed. Before the addition, it could not answer the same question; afterwards, it gave the depot opening date and cited the new bulletin.

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.

Document added to the source, then queried after a refreshPassEvidence
What we sent

Input 1 · Before the bulletin was added: “When does the Tromso depot open?”

The Tromso depot bulletin was added to the sources, and all five sources showed Trained.

Input 2 · After the bulletin was added: “When does the Tromso depot open?”

What the tool returned

Response 1 answers Input 1.

Response 2, the final response, answers Input 2.

Text
The Tromso depot opens on 14 October 2026. It will be the third depot in the network and the first located above the Arctic Circle, holding four Tolvan C5 loan units and a full Brannoc spares kit. Once it opens, northern loan requests should be routed directly to the new depot rather than through Bergen. Staffing will consist of one engineer and a shared stores controller, working 07:00 to 15:00 local time, Monday to Friday, though out-of-hours faults will continue to go through the existing duty engineer rota. [1](upload/google_107814369447848734045/chatbots/chatbot_kfzqkplgdlfk5qaw2quh7/lNJFaaM7V1D1RdIheaAt7.pdf PassageID:0)

Transcript: questions, answers and passages before and after the addition

Copied from Captured file (text), lines 84–91

Open the text file ↗
Every message the tool sent, in order (2)
  1. Answer before the addition

    I don't have specific information about a Tromsø depot's opening hours in my available sources. The shipping lead times I have cover depots in Aberdeen, Lerwick, Gothenburg, Esbjerg, and Bergen, but Tromsø isn't listed among them. If you need accurate opening hours for a Tromsø depot, I'd recommend checking directly with the depot or the relevant internal contact at Fenwake Instruments Ltd, as this information doesn't appear in the materials I have access to.

  2. Answer after the addition

    The final response, printed above.

Expected vs. Found
✓Expected: The fact in the newly added document is returned.Found: Denser AI returned the Tromsø depot opening date as 14 October 2026 and cited the new bulletin, which ranked first among the returned passages.
Supporting proof
Proof 1Screenshot
Notebook screenshot: question and answer before the addition
Open original ↗
Proof 2Screenshot
Sources screen: five trained files after the addition
Open original ↗
Proof 3Screenshot
Notebook screenshot: answer and ranked passages after the addition
Open original ↗
Why this result

The new fact needed to become findable. Denser AI could not provide it before the addition, but answered the identical question after the update completed and all five sources showed as trained.

Also observed in this test case

Bulletin ranked first. The new depot bulletin ranked well above the existing passages; the next passage had a reranking score below 0.01.

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 new fact had to be neither guessable nor inferable from material already indexed.
Citations
on
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
CapabilityKnowledge Sync →
ScenarioNew content is added to the source →
ToolDenser AI →

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
10 November 2026First publishedManaged RAG v1

Act on this result

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This matches what I see

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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/new-content-is-added-to-the-source · 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 · 269 KB
Proof 2 · Screenshot ↗image/png · 89 KB
Proof 3 · Screenshot ↗image/png · 403 KB
Captured file (text) ↗text/plain; charset=utf-8 · 15 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot89b189731df3722aae55d8281f6af4e8183ac4f6e10ef76973df646e3f8e64fe
Proof 2 · Screenshot53cf20209a3370af0cbc7a6d7b7db3dc9b155e2ba14ed5c0f974130423ae48ce
Proof 3 · Screenshot916ff20d109b5e813f76858d7063a88a4fbcb23d767560ba2b21a25b862c1c41
Captured file (text)3d64feff062f42badcb00027cb6630a483d15eb20b56dfb6227b45cf767a7dca