Scenario in benchmark · Version 1
A cleanly scanned document
A document is scanned and image-only, so its visible text must be recovered without relying on a text layer.
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.
| Tool | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Published Results · alphabetical, not ranked | |||
| Dify | 0 Pass1 Fail0 Not gradable 1 of 1 test case failed | 1 of 1 assessed1 of 1 gradable | View Result → |
| No published result · alphabetical | |||
| Denser AI | — | — | No published result |
| FutureSmart Document Intelligence | — | — | 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
- Data Ingestion
What this scenario evaluates
- Whether the visible text from the scanned page is recovered accurately.
- Whether the page is not silently skipped or treated as empty because no text layer exists.
- Whether the output stays faithful to the visible content without inventing text.
- Whether scanned pages are handled as real input, not hidden by omission.
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 →