OVI is an AI-native applicant tracking system (ATS) at ovi-me.com. You chat with AI agents Sora and Milo to source candidates, screen CVs, and run AI voice interviews in one workflow.

How do I sign in to OVI?

Sign in to OVI at https://ovi-me.com/auth with your work email or Google account. New teams can start a free trial from the homepage.

OVI AI refers to OVI's hiring agents — Milo for CV screening and Sora for sourcing — built into the AI-native ATS so recruiting teams chat to hire instead of clicking through traditional ATS screens.

OVI is the AI-native ATS where you chat to hire. Two AI agents — Sora for sourcing and Milo for screening — find candidates, score every CV, and run AI interviews, all controlled from a single chat.

What does "chat to hire" mean?

Chat to hire is OVI's AI-native hiring workflow: instead of clicking through a traditional ATS, you describe what you need in chat and OVI's AI agents source candidates, screen applicants, run AI interviews, and send outreach for you.

What is an AI-native ATS?

An AI-native ATS is an applicant tracking system built around AI agents rather than forms and pipelines. OVI's AI chat ATS lets recruiters source, screen, interview, and follow up through conversation — the agents do the work and surface only the candidates worth meeting.

Who are Sora and Milo?

Sora is OVI's AI sourcing agent — she scans LinkedIn, the open web, and your ATS history to find best-fit candidates and reach out in your name. Milo is OVI's AI screening agent — he scores every applicant against your rubric and surfaces a ranked shortlist.

How do OVI's AI interviews work?

OVI runs async AI interviews for every shortlisted candidate and returns scores, transcripts, and recordings — so your team only meets the people worth meeting.

The Compliant Hiring Stack: AI Pre-Employment Assessment Platforms for US Employers (2026 Buyer's Guide)

By Chris Weinmann, Founder, OVI

Published 2026-10-13

Choosing the best pre-employment assessment software in 2026 requires more than comparing feature lists. It requires compliance literacy. New York City's Local Law 144 mandates independent bias audits for automated hiring tools. Colorado's AI Act, which took effect in June 2026, requires impact assessments, candidate notification, and a formal appeal path. And the EEOC's Strategic Enforcement Plan (2024–2028) explicitly targets "algorithmic fairness," reinforcing that "the algorithm did it" is not a legal defense under Title VII, ADA, or ADEA.

For US employers, the question is no longer whether to use AI in candidate assessment — it is whether your chosen platform can withstand regulatory scrutiny. This buyer's guide compares five leading AI hiring assessment platforms — HireVue, Harver, TestGorilla, Wonderlic, and Criteria Corp — across methodology, pricing, and compliance posture so you can build a compliant hiring stack before your next role opens.

The Compliance Landscape in 90 Seconds

Three regulatory developments define the 2026 hiring environment for US employers:

NYC Local Law 144 requires employers using automated employment decision tools (AEDTs) to commission an independent bias audit within 12 months, publish an audit summary on the company's careers page, and give candidates at least 10 business days' notice before the tool is used. Non-compliance triggers fines and reputational exposure.

Colorado's AI Act (effective June 2026) is the most comprehensive state-level AI hiring law in the US. It requires documented impact assessments, candidate notice that AI is being used, opt-out rights, and a formal appeal process for adverse decisions. Employers deploying AI assessments for Colorado-based candidates must comply regardless of where the company is headquartered.

The EEOC's Strategic Enforcement Plan (2024–2028) designates AI-driven employment decisions as a priority enforcement area. The Commission has made clear that existing anti-discrimination statutes — Title VII, ADA, ADEA — apply fully to algorithmic hiring decisions. Disparate impact liability attaches to the employer, not the vendor.

Add the pay transparency laws now active in 14 states plus Washington, D.C. — covering more than 60 million workers — and the message is clear: skills assessment tools for recruiters must be auditable, explainable, and documented.

These requirements are not an obstacle. They form a clear framework — and the platforms below are already building for it.

Platform Comparison: Five Tools, One Standard

The following comparison covers the five most widely adopted AI pre-employment assessment platforms serving US employers in 2026. Each is evaluated on methodology, ideal use case, estimated pricing, and EEOC compliance posture.

Platform	Methodology	Best For	Est. Pricing	EEOC Compliance Posture
HireVue	Verbal/linguistic analysis of structured video interviews; pivoted away from facial recognition in 2021	Enterprise-scale hiring (700+ customers including Unilever, Goldman Sachs, Delta)	~$10K–$50K/year (enterprise contracts)	Publishes third-party audit results; strong documentation for LL144 bias audits
Harver (Pymetrics)	12 neuroscience-based games measuring 91 cognitive and emotional traits; 2–5 min per game	Companies prioritizing behavioral/cognitive fit over resume credentials	Custom enterprise pricing	Game-based methodology designed to reduce adverse impact; bias audit infrastructure in place
TestGorilla	400+ pre-built skill tests (coding, language, role-specific); customizable test flows	Startups and mid-market companies needing fast, affordable skills validation	$75–$750/month	Growing compliance documentation; test validation reports available on request
Wonderlic (WonScore)	12-minute cognitive aptitude test (50 questions) plus personality and motivation assessments	High-volume hiring with a cognitive-ability screening gate	~$2–$8/candidate	Decades of psychometric validation data; extensive adverse impact studies published
Criteria Corp (HireSelect)	Cognitive, behavioral, and skills tests with structured scoring	Organizations prioritizing EEOC-ready documentation and defensible processes	Custom pricing (mid-market to enterprise)	Industry-leading compliance documentation; purpose-built for audit defensibility

HireVue: Enterprise Video Assessment

HireVue serves over 700 enterprise customers and has completed more than 70 million interviews globally. After discontinuing facial analysis in 2021, the platform now evaluates candidates through verbal and linguistic cues during structured video interviews. HireVue publishes third-party algorithmic audit results, positioning the platform for NYC LL144 compliance. Pricing is enterprise-tier — typically $10,000 to $50,000 per year — making it best suited to organizations with high-volume hiring needs and dedicated talent acquisition teams.

Harver (formerly Pymetrics): Neuroscience-Based Behavioral Assessment

Harver acquired Pymetrics in 2022 and retained its 12 neuroscience-based assessment games, which measure 91 cognitive and emotional traits in sessions lasting two to five minutes per game. The methodology is designed to reduce resume bias by focusing on behavioral attributes rather than credentials. Harver's game-based approach offers a differentiated compliance narrative: by measuring traits rather than proxies for protected characteristics, the platform aims to minimize adverse impact by design. Pricing is custom and enterprise-oriented.

TestGorilla: Affordable Skills Testing at Scale

TestGorilla offers more than 400 pre-built skill assessments — spanning technical skills, cognitive ability, language proficiency, and role-specific competencies — used by over 11,000 companies. Pricing starts at $75 per month, making TestGorilla the most accessible option for startups and mid-market employers. The platform is building out its compliance documentation, though it currently lacks the depth of audit-ready materials offered by HireVue or Criteria Corp. For organizations that need fast, cost-effective skills validation with growing compliance support, TestGorilla is a strong HireVue alternative in 2026.

Wonderlic: Cognitive Aptitude with Decades of Data

Wonderlic's WonScore assessment delivers a 12-minute, 50-question cognitive aptitude test supplemented by personality and motivation measures. With more than 40,000 companies using the platform, Wonderlic benefits from decades of psychometric validation and adverse-impact research. At roughly $2 to $8 per candidate, it offers the lowest per-assessment cost in this comparison. Wonderlic is best suited for high-volume hiring where a quick cognitive screen is the primary gate, though HR teams should document how cognitive-aptitude cutoffs interact with disparate impact analysis under the EEOC's current enforcement posture.

Criteria Corp: Compliance-First Assessment

Criteria Corp (HireSelect) combines cognitive, behavioral, and skills assessments into a unified platform with what may be the most comprehensive EEOC-compliance documentation in this category. The platform is purpose-built for organizations that prioritize audit defensibility and regulatory readiness. Criteria Corp publishes detailed validity studies and adverse-impact analyses for its test battery, giving HR and legal teams the raw materials they need for LL144 audits and EEOC responses. Pricing is custom but generally targets mid-market and enterprise buyers.

Bias Audit Checklist: Seven Questions to Ask Before You Sign

Before committing to any AI pre-employment assessment platform, HR leaders should ask these questions — and get documented answers:

Does the vendor provide a current, independent bias audit? NYC LL144 requires audits within 12 months. Ask for the latest audit report and the name of the auditing firm.
Can the vendor supply adverse-impact ratios by race, gender, and age? EEOC enforcement targets disparate impact. Your vendor should break down selection rates by protected class.
Does the platform support candidate notice and opt-out? Colorado's AI Act requires both. Confirm the platform can generate compliant candidate disclosures and process opt-out requests.
How does the platform handle appeals? Colorado mandates a formal appeal path for adverse AI decisions. Ask whether the vendor provides an appeals workflow or if your team must build one.
What data does the tool collect, and how long is it retained? Data minimization matters for state privacy laws and potential EEOC discovery requests. Map the data lifecycle before you sign.
Does the vendor publish validity and reliability studies? Psychometric validation is the foundation of a defensible assessment. Ask for technical manuals and validation reports — not just marketing claims.
Will the vendor contractually commit to compliance cooperation? If your organization faces an EEOC charge or LL144 audit, will the vendor provide data, testimony, and documentation? Get it in the contract.

How to Choose: A Decision Framework

Enterprise, high volume, strong compliance team: HireVue or Criteria Corp. Both offer robust audit documentation and are built for large-scale deployments with dedicated legal and compliance resources.

Behavioral fit and bias-reduction priority: Harver. The neuroscience-based approach offers a differentiated compliance narrative, though organizations should still commission independent audits.

Startups and mid-market, budget-conscious: TestGorilla. The broadest test library at the lowest entry price, with compliance documentation that is improving but not yet enterprise-grade.

High-volume cognitive screening, cost per assessment matters: Wonderlic. Decades of psychometric data and the lowest per-candidate cost, best paired with supplementary skills or behavioral assessments.

Regardless of which platform you select, the compliance requirements are the same. Document your selection rationale, commission independent audits, provide candidate notice, and build an appeal process. The 2026 regulatory landscape gives US employers a clear, achievable framework — the tools above are designed to work within it.

Can AI pre-employment assessments replace resume screening entirely?

Not yet, and for most organizations, not advisably. AI assessments excel at measuring specific cognitive, behavioral, and skills-based traits, but resume screening captures career narrative, domain experience, and contextual factors that assessments do not measure. The strongest approach combines AI-driven assessments with structured resume review, using each to compensate for the other's blind spots. This hybrid model also strengthens EEOC defensibility by ensuring no single automated system makes the hiring decision.

Is HireVue EEOC-compliant in 2026?

HireVue publishes third-party algorithmic audit results and discontinued facial analysis in 2021, which removed a significant source of bias risk. The platform provides documentation that supports NYC LL144 bias audits and EEOC compliance. However, EEOC compliance ultimately depends on how the employer deploys the tool — selection-rate monitoring, adverse-impact analysis, and candidate notice are employer responsibilities, not vendor guarantees. HireVue provides the infrastructure; the employer must operationalize it.

What is the difference between cognitive aptitude tests and skills assessments?

Cognitive aptitude tests (such as Wonderlic's WonScore) measure general mental abilities — problem-solving, pattern recognition, verbal reasoning, and numerical aptitude. They predict learning speed and adaptability across roles. Skills assessments (such as TestGorilla's library) measure specific, job-relevant competencies — coding proficiency, language ability, software knowledge, or role-specific tasks. Cognitive tests answer "How quickly can this person learn?" while skills assessments answer "Can this person do the job today?" Many compliant hiring stacks use both in combination.

How much does pre-employment assessment software cost in 2026?

Pricing varies significantly by platform and deployment model. Wonderlic offers the lowest per-candidate cost at roughly $2–$8 per assessment. TestGorilla starts at $75 per month for platform access with unlimited candidates on higher tiers. HireVue operates on enterprise contracts typically ranging from $10,000 to $50,000 per year. Harver and Criteria Corp use custom enterprise pricing. For most mid-market employers, total assessment costs range from $5,000 to $25,000 annually depending on volume and platform choice.

How do NYC Local Law 144 and Colorado's AI Act affect which tool I can use?

Both laws regulate how AI tools are used in hiring, not which specific tools are permitted. NYC LL144 requires an independent bias audit within 12 months, a published audit summary, and 10 business days' candidate notice. Colorado's AI Act (effective June 2026) adds impact assessments, candidate opt-out rights, and a formal appeal process. Any platform you choose must support these workflows — or your HR team must build them around the tool. Platforms with strong compliance documentation (such as Criteria Corp and HireVue) reduce the internal lift required, while newer platforms may require more in-house compliance work.