Evidence · first-party tested

On messy input, it still recovers the skills content, but it emits all 14 skills as one concatenated string instead of a machine-readable array.

⚠ StruggledAirparser →
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

On messy input, it still recovers the skills content, but it emits all 14 skills as one concatenated string instead of a machine-readable array.

Criterion: Messy resume handling · 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