Evidence · first-party tested

Still recovers both work experiences and handles the non-standard date span '2019 to 2021' without breaking the employment timeline.

✓ WorkedHrFlow →
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

Still recovers both work experiences and handles the non-standard date span '2019 to 2021' without breaking the employment timeline.

Criterion: Work experience — companies, titles, dates, task completeness · Scenario: Messy real-world resume — John Kumar (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 ✗ FailedAirparser ✓ WorkedHireability ✓ WorkedLlamaParse ⚠ Struggled
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com