Scenario in benchmark · Version 1

A document with styled headings and subheadings

A PDF document containing styled headings and subheadings.

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
Reducto
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
1 of 1 assessed1 of 1 gradableView Result →
No published result · alphabetical
Adobe PDF Extract API——No published result
Extend AI——No published result
Firecrawl——No published result
GPT-5.6 terra——No published result
Landing AI——No published result
LlamaParse——No published result
Mistral AI——No published result
Nutrient.io——No published result
PDF Vector——No published result
Tensorlake——No published result
Unstructured——No published result
Upstage AI——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
1 public · 0 withheld
Capabilities exercised here
Heading & Section Structure

What this scenario evaluates

  • Whether headings are emitted as Markdown heading levels rather than plain or bold paragraphs.
  • Whether nested headings keep their parent-child hierarchy intact.
  • Whether the document’s organisation remains visibly structured instead of flattening to one level.

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 →
A document with styled headings and subheadings in Converting a complex PDF into clean Markdown with a hosted API | AI Demos