Evidence · first-party tested

Preserves raw education text rather than normalizing equivalent percentage formats, so the marks field appears inconsistently as 67%, 72 percent marks, and 81% across entries.

◐ MixedAirparser →
Input — the actual file we sent
Messy real-world resume — John Kumar
A poorly structured, inconsistently formatted resume for John Kumar with mixed date styles, weak sectioning, and noisy extra content to simulate real-world ATS input.
Output — unretouched
tool output
Output — unretouched
tool output
The observation

Preserves raw education text rather than normalizing equivalent percentage formats, so the marks field appears inconsistently as 67%, 72 percent marks, and 81% across entries.

Criterion: Accuracy · Scenario: Messy real-world resume — John Kumar (group: resume-parsing-benchmark)
Query this
get_evidence({
  tool: "airparser",
  scenario: "resume-parsing-benchmark"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, other tools
Affinda ✗ FailedHireability ✓ WorkedHrFlow ⚠ StruggledLlamaParse ⚠ Struggled
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com