Flattens major headings on the report title/abstract page, reducing structural clarity in the opening pages.
What was measured
Reading Order & Structure
Maintains headings, sections, column order, document hierarchy, and overall flow.
decisive for this rankingtransformation
Clean Markdown requires the original reading order, headings, sections, and hierarchy to be maintained correctly. (3 of 3 judges)
What was given, what came back
Test input: Financial Report - Table Heavy · pdf · group: financial-report-table-heavy
Input — what we sent
A table-heavy corporate financial report used to test extraction of dense, hierarchical financial statements with grouped columns, multi-row headers, segment-reporting tables, and narrative disclosures.
Why this input is hard
- · Multi-page financial statement extraction
- · Hierarchical table reconstruction
- · Grouped columns and multi-row headers
- · Reading order in a report with mixed narrative and tables
- · Document structure retention
- · Markdown usability
Output — unretouched

Also checked on this input — same tool, 2 other criteria
Table Preservation✓ WorkedReconstructs a multi-column segment comparison table with previous-year, present-year, and year-over-year change columns aligned across the rows.Table Preservation◐ MixedRecovers the numeric values from a complex table but merges nested header levels into a single cell, weakening the semantic relationships of the table structure.
Provenance
- Observation
- b9c70af6-5ade-4248-96e3-f6a02e23da6f
- Evidence run
- 6e3160de-fe46-4b45-b071-72560b5c5d0e
- Study
- Convert a Complex PDF into Clean Markdown with an API
- Research task
- 86b9h7t37
- Tested at
- not recorded
- Source
- first-party
- Evidence state
- verified
- Proof shown
- input + output shown
- Cost / latency
- not captured
- Repeat run
- not captured
- Tester
- not captured
The last three rows are honest blanks, not placeholders — our capture has no field for them yet.
Query this
get_evidence({
tool: "landing-ai",
scenario: "financial-report-table-heavy"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 8 other tools
measured on Reading Order & Structure
Adobe API✓ WorkedKeeps the major section hierarchy intact in narrative pages, including the operating-performance heading and the follow-on segment discussion in sequence.Extend AI✓ WorkedKeeps section hierarchy and narrative flow intact in the table-heavy quarterly financial report, preserving headings and explanatory notes instead of collapsing them into one text block.LlamaParse✓ WorkedPreserves the document title, disclaimer, and section headings in a readable hierarchy for the Sumitomo Heavy Industries financial report.Mistral AI✗ FailedThe table of contents is flattened into raw text, so the original navigational hierarchy is not preserved.Nutrient.io⚠ StruggledDoes not consistently preserve paragraph boundaries, so narrative flow fragments across sections instead of staying in the source order.Reducto✗ FailedProvides zero markdown heading markup across all 18 pages; the Roman-numeral sections and numbered subsections are flattened into plain text despite the source’s visible section hierarchy.Tensorlake✓ WorkedKeeps section ordering and narrative flow in an 18-page table-heavy financial report, preserving the operating-performance section before the tabular disclosures.Upstage AI✗ FailedFlattens the Summary of Operating Performance page so the section heading is no longer visually or structurally distinguished from the running text.
This evidence is published in
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com
