Evidence · first-party tested

Continues parsing a poorly structured resume with inconsistent dates and minimal section labeling, returning a complete structured extraction instead of failing on the noise.

✓ Worked🧾 artifact-verifiedLlamaparse →
Input — the actual file we sent
Messy real-world resume — John Kumar
A poorly structured PDF resume for candidate John Kumar with inconsistent date formats, minimal section labeling, comma-separated skills, and mixed-in hobbies/references. It is designed to stress noisy-input robustness.
Output — unretouched
tool output
Output — unretouched
tool output
The observation

Continues parsing a poorly structured resume with inconsistent dates and minimal section labeling, returning a complete structured extraction instead of failing on the noise.

Criterion: Messy resume handling · Scenario: Messy real-world resume — John Kumar (group: resume-parsing-benchmark)
Query this
get_evidence({
  tool: "llamaparse",
  scenario: "resume-parsing-benchmark"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, other tools
Affinda ✓ WorkedAirparser ✓ WorkedCVParserPro ◐ MixedExtracta.ai ✓ WorkedHireability ✓ WorkedHrFlow ◐ MixedOpenResume ✗ FailedParseur ✓ WorkedSkima AI ◐ Mixed
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com