Evidence · first-party tested

The second employer name was merged with the role title, returning 'Junior Developer XYZ InfoTech' instead of the company name alone.

✗ Failed🧾 artifact-verifiedHireability
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
The observation

The second employer name was merged with the role title, returning 'Junior Developer XYZ InfoTech' instead of the company name alone.

Criterion: Accuracy · Scenario: Messy real-world resume — John Kumar (group: resume-parsing-benchmark)
Query this
get_evidence({
  tool: "hireability",
  scenario: "resume-parsing-benchmark"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com