Pymetrics
AI soft-skills hiring assessment platform, now a product line inside Harver.
On the record
Checkpoint: Harver's next NYC Local Law 144 bias audit, following the Stanford bias findings
The call
Pymetrics now runs as a small product line inside Harver, facing bias findings, generative AI rivals, and no clear edge over HR-tech giants.
Pymetrics uses games and data science to predict which job applicants will succeed, but it is no longer independent, Harver bought it in 2022 and runs it as one product among many. A Stanford study in May 2026 found the tool rejected Black applicants 26 percent more often and Asian applicants 15 percent more often than white applicants, which violates U.S. employment law and has made the company a legal target rather than a trusted brand. At the same time, simpler AI tools like PsyMetrics' Test Architect and basic resume screeners powered by large language models are doing similar work without Pymetrics' years of data and controversy, so the one competitive edge it had, proprietary outcome data, is being undercut by cheaper and faster alternatives, and the legal liability could force Harver to retreat from or redesign the product entirely.
Why
01
AI pressure: PsyMetrics' 'AI Test Architect' and generic LLM resume/interview screening tools. Generative AI builders let any HR team spin up assessments, undercutting pymetrics' proprietary dataset edge. Could AI do the core job? Yes, likely.
02
Bigger players: Workday, SAP SuccessFactors, Oracle HCM, IBM. These platforms are adding native AI assessment features, squeezing out standalone tools like Harver's pymetrics line. Could a giant copy it? Yes, easily.
03
What protects it. Existing enterprise contracts and NYC Local Law 144 audit history give Harver some compliance cover, little else.
What would change this call
EEOC or Colorado/Illinois AG opens investigation citing the May 2026 Stanford bias study. Would show regulators treat the bias finding as actionable, threatening Harver's compliance-based sales pitch.
Harver's next NYC Local Law 144 bias audit (due mid-2026/2027) is published. Would show whether disparity findings persist or are remediated under independent audit.
A named Harver/Pymetrics enterprise customer (e.g. Booking.com, McDonald's, Peloton) drops the tool or switches vendors. Would show the Stanford study is translating into real customer defection, not just reputational noise.
Harver's next NYC Local Law 144 bias audit (due mid-2026/2027) is published. Would show whether disparity findings persist or are remediated under independent audit.
A named Harver/Pymetrics enterprise customer (e.g. Booking.com, McDonald's, Peloton) drops the tool or switches vendors. Would show the Stanford study is translating into real customer defection, not just reputational noise.
Key numbers
- Stanford study: 26% adverse impact on Black applicants
- Harver claims 1,300+ customers, 100M+ candidates
- Pymetrics valued ~$134-200M at 2022 acquisition
Named risks
- Stanford study documented 26pct Black and 15pct Asian adverse impact, May 2026.
- Possible EEOC or state AG scrutiny following unrebutted bias findings.
- Generative AI assessment builders commoditizing core algorithmic screening product.
- Pymetrics brand fully subsumed into Harver, losing independent market visibility.
- Harver gave no public response to bias study press requests as of June 2026.
Rivals, as read in July 2026
| Rival | Direction | Evidence |
|---|---|---|
| PsyMetrics (AI Test Architect) | gaining on | Launched generative assessment builder July 13, 2026, targeting same buyers as Pymetrics |
| HireVue | contesting | Serves over 60 percent of Fortune 100 as of May 2023, competes directly in AI hiring assessment |
| Workday, SAP SuccessFactors, Oracle HCM, IBM | gaining on | Named leading AI in HR players in July 2026 industry report, ship overlapping features |
| Eightfold AI, Cegid Group | gaining on | Named emerging AI in HR competitors in same July 2026 market report |
Questions people ask
- Is Pymetrics still an independent company?
- No. Pymetrics was acquired by Harver B.V. in a deal announced August 10 to 11, 2022. It now operates as a product line, branded the Harver Soft Skills Platform, inside Harver rather than as a standalone company.
- Does Pymetrics discriminate against Black or Asian job applicants?
- A Stanford led study covering 4.2 million applications from 2018 to 2022, published May 26 to 27, 2026, found the Pymetrics algorithm adversely affected 26 percent of Black applicants and 15 percent of Asian applicants under the EEOC four fifths rule.
- Who owns Pymetrics now?
- Pymetrics is owned by Harver, which acquired it on August 10 to 11, 2022. Founder Frida Polli became Harver's Chief Data Science Officer afterward, then left in 2023 to start a separate venture, Alethia AI.
- Could generative AI replace Pymetrics style hiring assessments?
- Yes, that pressure is already visible. Rival PsyMetrics launched a generative AI Test Architect tool on July 13, 2026, letting employers auto build validated assessments from a job description, directly commoditizing the screening product Pymetrics built its business on.
- Is it risky for an employer to use Pymetrics for hiring in 2026?
- There is elevated risk. A May 2026 Stanford study documented significant racial disparities in Pymetrics outcomes, and as of June 2026 press reports Harver had not responded to comment requests, raising exposure to EEOC or state AI discrimination law scrutiny.
- Who is Pymetrics' biggest competitor?
- HireVue is a direct rival, reportedly used by over 60 percent of the Fortune 100 as of May 2023. Newer generative AI assessment builder PsyMetrics and HCM incumbents Workday, SAP SuccessFactors, and Oracle also compete for the same hiring assessment budget.
Timeline
- 2026-07-13Rival PsyMetrics launches generative AI Test Architect assessment builder
- 2026-06-03HR Dive reports study finding audit methodology itself can disguise algorithmic bias
- 2026-05-26Stanford led study publishes finding 26pct Black, 15pct Asian adverse impact in Pymetrics data
- 2025-07-17Harver publishes NYC Local Law 144 bias audit summary for Soft Skills Platform
- 2025-07-15Harver appoints new CEO, cites need to adapt in the age of AI
- 2023-06-29Harver publishes prior Local Law 144 bias audit summary, conducted by BABL AI
- 2023Founder Frida Polli leaves Harver to found separate venture Alethia AI
- 2022-08-11Harver announces acquisition of Pymetrics
- 2018Pymetrics raises 40 million dollar Series B led by General Atlantic
- 2013-12-18Pymetrics launches with 2.5 million dollars from Khosla Ventures
Revision history
22 July 2026
First assessed. Losing its protection. The text above is fixed as of this date and is not edited afterwards.
In the same band
Sources
- Harver Acquires pymetrics (2022-08-11)
- Frida E. Polli
- Employee Data and Trends for Pymetrics
- Pymetrics Raises $40 Million in Series B Funding Led by General Atlantic (2020-04-01)
- Pymetrics IPO: Investment Opportunities & Pre-IPO Valuations (2023-11-14)
- Harver Appoints New CEO, Strengthens Executive Team (2025-07-15)
- AI hiring algorithms reject Black, Asian job seekers at higher rates (2026-05-27)
- Largest study of AI hiring algorithms (2026-05-26)
- How a hiring algorithm is audited can disguise bias, study finds (2026-06-03)
- Bias Audit for NYC Local Law 144 (2025-07-17)
- PsyMetrics Launches 'AI Test Architect' (2026-07-13)
- Artificial Intelligence In HR Market (2024, 2030)