{"observation":{"id":"979b5f53-2a09-4a4a-9bc1-e6cf8836f843","tool":"hrflow","tool_name":"HrFlow","criterion":"accuracy","criterion_name":"Accuracy","criterion_definition":"Are extracted values correct and complete?","criterion_evidence_type":"transformation","criterion_rank_role":"decisive","criterion_rank_role_reason":"Correct and complete values are the essence of resume parsing, so this directly determines whether the tool succeeds. 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control"]},"tool_page_slug":"hrflow","tool_url":"https://aidemos.com/tools/hrflow","permalink":"https://aidemos.com/evidence/979b5f53-2a09-4a4a-9bc1-e6cf8836f843","api_url":"https://ai.aidemos.com/v1/observations/979b5f53-2a09-4a4a-9bc1-e6cf8836f843"},"peers":[{"id":"6b3eb118-2ba6-4652-b602-ce3fd5db643a","tool":"affinda","tool_name":"Affinda","verdict":"failed","score":null,"score_total":null,"note":"Its total experience calculation overstates tenure: it returned 7.3 years even though the resume explicitly says 3 years of experience.","artifact_count":2,"thumbnail":"https://d3epheqghktydj.cloudfront.net/research-media-image-d6a62fc24445.png","evidence_url":"https://aidemos.com/evidence/6b3eb118-2ba6-4652-b602-ce3fd5db643a"},{"id":"993bb825-5a88-466b-9fff-dccd2dff8b1b","tool":"airparser","tool_name":"Airparser","verdict":"mixed","score":null,"score_total":null,"note":"Leaves one education marks value as raw text (\"72 percent marks\") instead of normalizing it to the percentage form used by the other entries.","artifact_count":2,"thumbnail":"https://d3epheqghktydj.cloudfront.net/research-media-image-0e184cd31272.png","evidence_url":"https://aidemos.com/evidence/993bb825-5a88-466b-9fff-dccd2dff8b1b"},{"id":"24d4e0ed-62c4-4c4c-a760-b27edcbfbf8b","tool":"cvparserpro","tool_name":"CVParserPro","verdict":"failed","score":null,"score_total":null,"note":"The education end date was wrong: a completed program was rendered as ending in Present.","artifact_count":1,"thumbnail":"https://d3epheqghktydj.cloudfront.net/cvparserpro-p8-edu-present-wrong-b5d75dabbce2.png","evidence_url":"https://aidemos.com/evidence/24d4e0ed-62c4-4c4c-a760-b27edcbfbf8b"},{"id":"95b1a04c-460c-4ce9-92a3-12b5c95a28df","tool":"extracta-ai","tool_name":"Extracta.ai","verdict":"mixed","score":null,"score_total":null,"note":"Returns both certification names in lowercase exactly as written, with no capitalization normalisation applied.","artifact_count":2,"thumbnail":"https://d3epheqghktydj.cloudfront.net/research-media-screenshot-202026-05-05-20124544-174ecd83f60c.png","evidence_url":"https://aidemos.com/evidence/95b1a04c-460c-4ce9-92a3-12b5c95a28df"},{"id":"ef02c50a-97cd-4bd6-a0bd-0d2828e199cc","tool":"hireability","tool_name":"Hireability","verdict":"failed","score":null,"score_total":null,"note":"The second employer name was merged with the role title, returning 'Junior Developer XYZ InfoTech' instead of just 'XYZ InfoTech'.","artifact_count":1,"thumbnail":"https://d3epheqghktydj.cloudfront.net/hireability-hireability-task3-employer-name-merged-m-85d6c25840b0.png","evidence_url":"https://aidemos.com/evidence/ef02c50a-97cd-4bd6-a0bd-0d2828e199cc"},{"id":"989e474a-6a46-41df-9321-41535903d232","tool":"llamaparse","tool_name":"LlamaParse","verdict":"mixed","score":null,"score_total":null,"note":"One messy-resume education entry preserved the source phrase \"72 percent marks\" instead of normalizing it to a numeric percentage, while the other grades were captured as 67% and 81%.","artifact_count":4,"thumbnail":"https://d3epheqghktydj.cloudfront.net/research-media-image-180f1deae78b.png","evidence_url":"https://aidemos.com/evidence/989e474a-6a46-41df-9321-41535903d232"},{"id":"43967f62-61b2-48bb-969e-0efb9b7d2908","tool":"openresume","tool_name":"OpenResume","verdict":"failed","score":null,"score_total":null,"note":"Work experience mapping fails by putting a project bullet into Company and leaving Job Title empty.","artifact_count":2,"thumbnail":"https://d3epheqghktydj.cloudfront.net/openresume-o8-company-wrong-e3e7299ec5d3.png","evidence_url":"https://aidemos.com/evidence/43967f62-61b2-48bb-969e-0efb9b7d2908"},{"id":"cf3ad31b-ebf3-4e51-b58c-8bac258004f9","tool":"parseur","tool_name":"Parseur","verdict":"failed","score":null,"score_total":null,"note":"The education CGPA value was wrong: the tool returned 67, which the report says is the percentage score rather than the actual CGPA.","artifact_count":2,"thumbnail":"https://d3epheqghktydj.cloudfront.net/parseur-parseur-task3-cgpa-67-wrong-value-mock-fa517c22b6e0.png","evidence_url":"https://aidemos.com/evidence/cf3ad31b-ebf3-4e51-b58c-8bac258004f9"}],"other_criteria":[{"id":"52292f45-5536-47bf-bb98-bae22d735d29","criterion":"field-coverage","criterion_name":"Field coverage","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"Even on the messy resume, it still returns the standard contact, experience, education, and technical-skills sections.","artifact_count":0,"evidence_url":"https://aidemos.com/evidence/52292f45-5536-47bf-bb98-bae22d735d29"},{"id":"38efacdb-841e-4b48-ab20-6ccd7916d0b8","criterion":"messy-resume-handling","criterion_name":"Messy resume handling","rank_role":"decisive","verdict":"mixed","score":null,"score_total":null,"note":"It parses a poorly formatted resume without crashing, but degrades by dropping soft skills, omitting certifications, and losing most task bullets.","artifact_count":0,"evidence_url":"https://aidemos.com/evidence/38efacdb-841e-4b48-ab20-6ccd7916d0b8"},{"id":"88d0b110-6c68-48a4-be94-bb032e62ab16","criterion":"noise-in-output","criterion_name":"Noise in output","rank_role":"decisive","verdict":"mixed","score":null,"score_total":null,"note":"The messy parse can bleed location text into a task item, prepending 'Pune' to one extracted responsibility.","artifact_count":0,"evidence_url":"https://aidemos.com/evidence/88d0b110-6c68-48a4-be94-bb032e62ab16"},{"id":"2cb7ceb9-2755-46c7-8fe5-ca539f649643","criterion":"output-quality","criterion_name":"Output quality","rank_role":"decisive","verdict":"mixed","score":null,"score_total":null,"note":"The messy-resume output is moderate overall: contact and basic structure survive, but the result is incomplete for soft skills, certifications, and task detail.","artifact_count":0,"evidence_url":"https://aidemos.com/evidence/2cb7ceb9-2755-46c7-8fe5-ca539f649643"}],"appears_in":[{"page_type":"ranking","slug":"resume-parsing-api","title":"Best AI Tools for Parsing Resumes via API (2026)","url":"https://aidemos.com/best/resume-parsing-api","binding":"run"}],"same_scenario":[{"id":"6b3eb118-2ba6-4652-b602-ce3fd5db643a","tool":"affinda","tool_name":"Affinda","verdict":"failed","score":null,"score_total":null,"note":"Its total experience calculation overstates tenure: it returned 7.3 years even though the resume explicitly says 3 years of experience."},{"id":"993bb825-5a88-466b-9fff-dccd2dff8b1b","tool":"airparser","tool_name":"Airparser","verdict":"mixed","score":null,"score_total":null,"note":"Leaves one education marks value as raw text (\"72 percent marks\") instead of normalizing it to the percentage form used by the other entries."},{"id":"24d4e0ed-62c4-4c4c-a760-b27edcbfbf8b","tool":"cvparserpro","tool_name":"CVParserPro","verdict":"failed","score":null,"score_total":null,"note":"The education end date was wrong: a completed program was rendered as ending in Present."},{"id":"95b1a04c-460c-4ce9-92a3-12b5c95a28df","tool":"extracta-ai","tool_name":"Extracta.ai","verdict":"mixed","score":null,"score_total":null,"note":"Returns both certification names in lowercase exactly as written, with no capitalization normalisation applied."},{"id":"ef02c50a-97cd-4bd6-a0bd-0d2828e199cc","tool":"hireability","tool_name":"Hireability","verdict":"failed","score":null,"score_total":null,"note":"The second employer name was merged with the role title, returning 'Junior Developer XYZ InfoTech' instead of just 'XYZ InfoTech'."},{"id":"989e474a-6a46-41df-9321-41535903d232","tool":"llamaparse","tool_name":"LlamaParse","verdict":"mixed","score":null,"score_total":null,"note":"One messy-resume education entry preserved the source phrase \"72 percent marks\" instead of normalizing it to a numeric percentage, while the other grades were captured as 67% and 81%."},{"id":"43967f62-61b2-48bb-969e-0efb9b7d2908","tool":"openresume","tool_name":"OpenResume","verdict":"failed","score":null,"score_total":null,"note":"Work experience mapping fails by putting a project bullet into Company and leaving Job Title empty."},{"id":"cf3ad31b-ebf3-4e51-b58c-8bac258004f9","tool":"parseur","tool_name":"Parseur","verdict":"failed","score":null,"score_total":null,"note":"The education CGPA value was wrong: the tool returned 67, which the report says is the percentage score rather than the actual CGPA."}]}