Scenario in benchmark · Version 1

Retrieval is scoped to part of the documents

When retrieval is limited to a defined subset of documents, it should stay inside that scope.

How the tools performed

Every in-scope tool is visible. Outcomes come from current published Results for this scenario and benchmark version.

Publication availability: 1 tool has a current published Result.

No published result does not tell you whether a tool has been tested. Test coverage is shown only for comparable published Results.

ToolPublished outcomesTest coverageResult
Published Results · alphabetical, not ranked
FutureSmart Document Intelligence
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
1 of 1 assessed1 of 1 gradableView Result →
No published result · alphabetical
Denser AI——No published result
Dify——No published result
Llama Cloud——No published result
Onyx——No published result
Vectara——No published result
Vectorize.io——No published result

Assessed = Pass + Fail + Not gradable. Gradable = Pass + Fail. Both use the published Result’s pinned-test denominator. — means not publicly available.

Test design

Pinned test cases
1
Disclosure
0 public · 1 withheld
Capabilities exercised here
Retrieval

What this scenario evaluates

  • Whether returned results stay within the allowed subset when search is restricted.
  • Whether the answer-bearing document outside the allowed subset is excluded from retrieval.
  • Whether the system treats a narrow scope as a true no-result case rather than a successful hit.
  • Whether the restriction is respected instead of being silently ignored.

Exact wording, inputs, fixture state, expected output and detailed grading remain at the test-case level and may be withheld while the benchmark version is active. The scenario and its evaluation intent are public.

How the results are graded

  • Pass: the test-case expectations hold.
  • Fail: an expectation demonstrably does not hold.
  • Not gradable: the evidence cannot establish the outcome.

Version 1 uses test-case expectations; no scenario rubric is pinned.

Benchmark methodology →
Retrieval is scoped to part of the documents in Managed RAG | AI Demos