Evidence · first-party tested

Introduces incorrect skill fragments, including 'Lambda', 'MI', 'MI Apis', and 'S3', rather than keeping the skills list limited to real resume skills.

✗ FailedHrFlow →
Input — the actual file we sent
Clean single-column resume — Rugved Nichite
A professionally formatted, single-column resume for Rugved Nichite used as the baseline parsing input. It contains standard resume sections and clean layout to test straightforward field extraction accuracy.
Output — unretouched
tool output
Output — unretouched
tool output
The observation

Introduces incorrect skill fragments, including 'Lambda', 'MI', 'MI Apis', and 'S3', rather than keeping the skills list limited to real resume skills.

Criterion: Noise in output · Scenario: Clean single-column resume — Rugved Nichite (group: resume-parsing-benchmark)
Query this
get_evidence({
  tool: "hrflow",
  scenario: "resume-parsing-benchmark"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, other tools
Affinda ✓ WorkedAirparser ✗ FailedHireability ◐ MixedLlamaParse ✓ Worked
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com