There are nine platforms worth putting on a shortlist in 2026, and no single one of them is right for every hiring team. This guide compares them on the four things that actually predict whether a tool will work for you: the science behind the score, how much it measures beyond a single test, whether it covers AI fluency, and how fast it gets out of your way and into your ATS.
Bryq is one of the nine. We built this guide the way we'd want a buyer's guide to work if we were the one reading it: every entry gets a best-for, a real strength, and one honest limitation, including ours.
How to evaluate talent assessment software
Four criteria separate a tool that improves quality of hire from a tool that just adds a step to your funnel.
Validation. Is the science behind the score published and checked for adverse impact, or is it a proprietary claim you can't audit? Look for I/O psychology involvement, predictive validity data, and bias-audit documentation (NYC Local Law 144, EEOC criterion validity), not just a vendor's internal case study.
Breadth. Cognitive ability, behavioral traits, and hard skills are three different predictors of job performance. A platform that measures only one of them is giving you a third of the picture. Check whether the platform combines these into one profile or asks you to run and reconcile separate tools.
AI fluency. Most platforms in this category use AI to run themselves (screening, scheduling, scoring). Far fewer measure whether a candidate can use AI well on the job. With most knowledge workers using AI daily and the EU AI Act's Article 4 asking organizations to document staff AI literacy, this is no longer a nice-to-have.
Integrations and time to value. Some platforms integrate with your ATS in a week on a published, flat-rate price. Others require an annual contract, a procurement cycle, and an implementation team before a single candidate sees an assessment. Match the model to how fast you actually need to move.
Quality of hire is the outcome all four criteria are proxies for. If you want the full framework behind that metric, see our quality of hire hub.
The nine platforms, compared
Bryq
Best for: Mid-market and enterprise teams that want cognitive ability, behavioral traits, and hard skills, including AI fluency, scored in one integrated profile, for both pre-hire assessment and post-hire development.
Key strength: The AI Fluency Assessment is the only validated, scenario-based measure of AI proficiency in this list built on peer-reviewed frameworks (UNESCO, SFIA, OECD), included in every plan rather than sold as an add-on. The Ideal Candidate Profile scores every applicant against the role itself, so hiring teams get one ranked list instead of separate scores to reconcile by hand.
One honest limitation: Bryq doesn't run video interviews or automate post-interview reference checks. If you need those in the same platform, pair Bryq with a dedicated tool, or look at how HireVue or HiPeople handle that layer.
Teams using Bryq see a 3x improvement in quality of hire, 47% lower attrition, and 2x faster hiring.
TestGorilla
Best for: Small businesses and startups verifying discrete technical skills at volume.
Key strength: A genuinely deep library, 400-plus validated tests spanning technical, cognitive, language, and personality assessments, plus an AI Job Builder that assembles a custom test battery straight from a job description.
One honest limitation: The recommended multi-test battery runs 45 to 60 minutes, and proctoring includes webcam snapshots every 30 seconds with tab-switch and paste detection active throughout. ATS and API access are also restricted to higher-tier plans.
Full comparison: Bryq vs. TestGorilla →
The Predictive Index
Best for: Organizations that want behavioral benchmarking, team composition analysis, and manager coaching built on a long-established methodology.
Key strength: A fast, well-validated six-minute behavioral instrument (EFPA-certified cognitive test available separately) backed by 70 years of use and a genuinely useful Team Discovery tool for visualizing how a group's drives aggregate.
One honest limitation: No hard-skills library and no AI fluency measurement. Candidates get a Reference Profile, a behavioral archetype like “Strategist” or “Maverick,” which is useful shorthand but can flatten individual variation.
Full comparison: Bryq vs. The Predictive Index →
Testlify
Best for: Fast-growing teams and startups that need to verify specific skills quickly and affordably.
Key strength: 3,500-plus pre-built tests and 100-plus integrations, with an entry price ($99/month for 20 candidate credits) that's accessible for lean teams.
One honest limitation: Assembling a candidate battery from the library means your team decides which tests to combine and how to weight the results, since Testlify scores each test separately rather than producing one integrated fit score. The proctoring suite (18-plus anti-cheating measures) is also heavier than most professional candidates expect.
Full comparison: Bryq vs. Testlify →
Maki People
Best for: High-volume frontline hiring where recruiter bandwidth, not assessment depth, is the bottleneck.
Key strength: Six autonomous AI agents cover the funnel end to end, screening, conversational interviews in multiple languages, scheduling, and an AI Interview Co-pilot for live interviews, and the platform added its own AI proficiency module in April 2026.
One honest limitation: Pricing is usage-based with enterprise quotes required, which makes budgeting harder to predict than a flat-rate model. Candidate monitoring includes webcam snapshots every 30 seconds and device fingerprinting.
Full comparison: Bryq vs. Maki People →
Cangrade
Best for: Larger enterprises with clean historical performance data who want a fully custom predictive model built on their own numbers.
Key strength: The Success Model methodology builds a bespoke prediction per client from that organization's own performance data, paired with Explainable AI scoring that shows recruiters why a candidate received a given score.
One honest limitation: The model is only as strong as the historical data behind it, which most fast-growing teams and new roles don't have yet. No dedicated AI fluency module, pricing isn't published, and the team is roughly 14 people.
Full comparison: Bryq vs. Cangrade →
HiPeople
Best for: Teams that want resume screening, skills assessment, AI interviews, and reference checks handled by one vendor.
Key strength: A genuinely strong automated reference-checking module, fraud detection, intelligent follow-up questions, roughly 25-hour turnaround, that most competitors don't offer at all.
One honest limitation: The subscription tiers sit on top of a credit system that meters nearly every action (10 credits for a resume screen, up to 600 for a reference check), which gets expensive to forecast at volume. No dedicated AI fluency module.
Full comparison: Bryq vs. HiPeople →
HireVue
Best for: Large enterprises running very high-volume structured interview pipelines, including government hiring under FedRAMP.
Key strength: The deepest video-interview infrastructure in the category: one-way and live interviews, automated scheduling, a candidate-engagement chatbot, and support for up to 40 languages at enterprise scale.
One honest limitation: There's no public pricing; contracts are annual or multi-year and quoted per deal, with publicly reported buyer estimates in the tens of thousands of dollars a year plus implementation fees. HireVue also doesn't assess candidates' ability to work with AI tools, only its own use of AI to run the platform.
Full comparison: Bryq vs. HireVue →
Plum
Best for: Early-career and campus hiring programs where behavioral potential matters more than existing technical credentials.
Key strength: Every candidate, hired or not, receives a personalized Plum Profile with career-path insights, a genuine candidate-experience differentiator most platforms skip entirely.
One honest limitation: No hard-skills library and no AI fluency measurement; the assessment scope is behavioral and cognitive only. Pricing is quote-based, and since Plum's 2025 acquisition by Phenom, it's sold as part of a bundled platform rather than a standalone product.
Full comparison: Bryq vs. Plum →
Quick-pick summary
If you need... | Consider |
One integrated profile covering cognitive ability, behavior, hard skills, and AI fluency | Bryq |
The deepest test library for verifying discrete technical skills | TestGorilla or Testlify |
Established behavioral benchmarking and team analytics | The Predictive Index |
Fully custom predictive models built on your own performance data | Cangrade |
End-to-end funnel automation for high-volume frontline hiring | Maki People |
Screening, assessment, interviews, and reference checks from one vendor | HiPeople |
Enterprise-scale video interviewing | HireVue |
Early-career and campus hiring with a candidate-first experience | Plum |
FAQ
What is the best talent assessment software in 2026?
There isn't one answer; it depends on what you're optimizing for. For a single integrated profile covering cognitive ability, behavioral traits, hard skills, and AI fluency, Bryq is the broadest option. For the deepest standalone test library, TestGorilla and Testlify lead. For enterprise-scale video interviewing, HireVue is the category leader.
How much does talent assessment software cost?
Entry pricing runs from roughly $69 to $99 a month for flat-rate or low-tier credit plans (Bryq, Testlify). Enterprise-focused platforms like HireVue, Cangrade, and Plum don't publish pricing and require a custom quote, with HireVue's publicly reported contract estimates starting in the tens of thousands of dollars a year.
What's the difference between a skills test library and an integrated assessment platform?
test library (TestGorilla, Testlify, HiPeople's assessment module) lets you pick individual tests and returns a separate score for each one; your team decides how to weigh them against each other. An integrated platform (Bryq) builds one profile per role and scores every candidate against it directly, so there's one fit score instead of several to reconcile.
Does talent assessment software measure AI fluency?
Most of it doesn't yet. Bryq and, as of April 2026, Maki People are the two platforms in this comparison set with a dedicated, scored AI fluency or AI proficiency module. The rest use AI to power their own platforms (screening, interview scheduling) without assessing whether the candidate can use AI well.
Which platform is best for a small business versus an enterprise?
Small businesses and startups tend to fit better with Testlify or TestGorilla, both of which have low entry pricing and fast self-serve setup. Enterprises with high hiring volume or complex compliance needs (FedRAMP, custom data models) tend toward HireVue or Cangrade. Bryq is built for the middle of that range and up: mid-market and enterprise teams that want depth without an enterprise procurement cycle.
Results measured across Bryq customer engagements. Individual outcomes vary by role, industry, and baseline hiring maturity. Methodology and customer case studies available on request.
Author
Bryq is composed of a diverse team of HR experts, including I-O psychologists, data scientists, and seasoned HR professionals, all united by a shared passion for soft skills.
