Evidence · first-party tested/Best AI Tools for Parsing Resumes via API (2026)

The two-column sidebar resume was parsed correctly after template setup, so the layout did not prevent extraction of the intended fields.

✓ Workedinput onlyTest date not recordedParseur →
What was measured
Multi-column handling

Does it correctly parse two-column sidebar layouts?

decisive for this rankingtransformation

Many resumes use two-column layouts, and failing on them breaks real-world extraction quality. (3 of 3 judges)

What was given, what came back

Test input: Multi-column sidebar resume — Priya Sharma · pdf · group: resume-parsing
Input — what we sent
parseur-input2-priya-sharma-multicolumnresume-0e443ffc95c3.pdf
Multi-column sidebar resume — Priya Sharma

A two-column sidebar resume for Priya Sharma, used to test whether parsers can preserve reading order and correctly extract content split across columns.

Why this input is hard
  • · multi-column layout handling
  • · sidebar content extraction
  • · reading-order robustness
  • · projects extraction
  • · languages and certifications extraction
Output — unretouched
No output artifact
The verdict rests on the tester's written observation alone — no file was captured for this cell.
Provenance
Observation
d7051bcd-9654-4dea-8072-3fd1fedee5a5
Evidence run
cbbef4db-964c-49fa-a57f-a2977822bdfc
Study
Parse resumes into structured data using an API
Research task
86b9jm30n
Tested at
not recorded
Source
first-party
Evidence state
observed
Proof shown
input only
Cost / latency
not captured
Repeat run
not captured
Tester
not captured

The last three rows are honest blanks, not placeholders — our capture has no field for them yet.

Query this
get_evidence({
  tool: "parseur",
  scenario: "resume-parsing"
})
MCP · mcp.aidemos.com/api/mcp
JSON · ai.aidemos.com/v1/observations/d7051bcd-9654-4dea-8072-3fd1fedee5a5
Free with attribution.
Same input, same check — 9 other tools
measured on Multi-column handling
Affinda✓ WorkedThe parser preserved the two-column layout well enough to extract left-column work experience and right-sidebar education, certifications, skills, and languages on first upload.Airparser✓ WorkedCorrectly parses the two-column layout, extracting left-column experience and the right-sidebar sections without losing them.CVParserPro✓ WorkedThe two-column sidebar resume was parsed without layout configuration, and content from both columns was retained well enough to extract the sidebar languages and the main work history.Extracta.ai✓ WorkedCorrectly parses a two-column sidebar layout without requiring any layout configuration.Hireability✗ FailedThe two-column sidebar layout was misread as a job-order record, so the parser returned Title, PositionTitle, and MinimumEducationLevel instead of a candidate profile.HrFlow◐ MixedIt can read a two-column/sidebar resume without crashing and pull content from both columns, but the parse is not perfectly layout-stable.LlamaParse✓ WorkedThe parser handled the two-column sidebar layout correctly and preserved content from both columns rather than dropping the right sidebar.OpenResume✗ FailedOn a two-column sidebar resume, it loses reading order in work experience and duplicates 'Software Engineer — ML' into both Company and Job Title.Skima AI✗ FailedOn the two-column sidebar layout, the parser lost the entire right-side sidebar block, so skills, certifications, and languages were not preserved in reading order.
This evidence is published in
Best AI Tools for Parsing Resumes via API (2026) →
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com