Evidence · first-party tested

Extracts the phone number with all digits present but normalizes away the source punctuation, so exact contact matching fails on the hyphenated format.

⚠ StruggledHrFlow
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

Extracts the phone number with all digits present but normalizes away the source punctuation, so exact contact matching fails on the hyphenated format.

Criterion: Contact info — name, email, phone, location: exact match · 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.
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com