Do these comparison pages ever say the competitor wins?

Yes. Each page scores the sections that matter for that vendor and names a winner for each one, and on most pages at least one section goes the other way. TestGorilla and Mercer Mettl win on assessment library depth, HackerRank wins on coding library breadth and developer community, Eightfold AI and Phenom win on talent lifecycle scope, Karat wins where you want human Interview Engineers, and Hireflix wins if one-way video is genuinely all you need.

How current is the competitor information?

The competitor descriptions, categories and pricing notes summarise publicly available information at the time of writing. Vendors ship changes constantly, so verify pricing with the vendor before you commit.

Does the AI decide who gets rejected?

No. Every score traces back to the transcript, the submitted code, the skills you weighted and the JD you set up. Integrity signals such as AI-assistant overlays, impersonation signs and tab switching are surfaced to a human reviewer alongside that evidence. A flag is never an automatic verdict, and we do not auto-reject anyone.

What does the pricing actually look like next to these tools?

One shared monthly pool of Hire Credits per workspace, with unlimited team members on every tier rather than per-seat billing. A resume scan is 1 credit, a human interview with copilot is 2, a prompt assessment or coding test is 3, and an AI interview is 5. Proctoring, candidate matching, and reports and insights cost nothing. Explorer is $99 a month for 300 credits, Starter $249 for 900, Growth $499 for 2,200, and Scale is custom. Annual billing is 20 percent less.

How do I trial this properly rather than watching a demo?

Take a role you have already hired for. Run its resumes through a screening round, put three or four candidates through an AI interview round, then compare the reports against your own notes from the original hire. The trial is 30 days with 75 Hire Credits and charges nothing in that time, which covers that.

Where do the compliance guides fit into a comparison?

If you hire in New York City, Illinois, California or the EU, the rules on automated employment decision tools apply to whichever vendor you pick. We publish jurisdiction guides so you can bring the same questions to every shortlisted tool. SOC 2 and ISO are in progress, and SSO and SAML are on the roadmap.

Compare

A feature grid will not tell you which one to buy.

Q: Can I run Expert Hire alongside a tool I already pay for?

Usually, yes. We are source-agnostic and accept candidates from anywhere, so teams often keep a sourcing layer and use Expert Hire for evaluation. Greenhouse is available today in early access with bidirectional sync and reportcard push-back. Bullhorn, Lever, Workday and Vincere are on the roadmap. Until they land you can run standalone and export any time.

Every AI hiring tool here claims interviews, screening and scoring. What separates them is what happens after a score appears. Can you read the evidence behind it? Who is allowed to overrule it? How many of your stages does it cover, and what does the bill look like when volume doubles? Below are five criteria, then 47 comparisons that take a position.

Book A Demo

30-day free trial with 75 Hire Credits. Card required, nothing charged for 30 days.

47 head-to-head comparisons
Evidence behind every score
Human reviewer stays in charge
Five round modes, one rubric

A team comparing hiring platforms against its real requirements — Compare the evidence, controls and operating model, not only the checklist.

How to evaluate

Five questions that separate these tools.

Demos are built to look identical. These questions produce different answers from different vendors, including us. Take them into every call on your shortlist.

Can you read the evidence behind the score?

A number out of 100 is only useful if you can trace it back to something a person said or wrote. On Expert Hire you pick the skills and set a weightage, you set up the JD, and answers are scored against both from the transcript and the submitted code. The report ships with the full recording, a speaker-separated transcript you can filter to candidate or interviewer, and a skill breakdown built from the same material.

Ask for one full candidate report on a real role and read it end to end before you look at anything else.

How scoring works

What happens after an integrity signal fires?

Detection is the easy part to claim. The decision is what matters. Expert Hire detects known AI-assistant overlays, signs of impersonation and tab switching during live rounds, then surfaces those signals to a human reviewer next to the transcript and the code. A flag is never an automatic verdict and we do not auto-reject anyone. Browser proctoring covers low-stakes rounds. Strict rounds run in a desktop app that puts video, the code editor and monitoring in one place.

Ask who is allowed to fail a candidate, and whether the tool will do it without a human in the loop.

Malpractice detection

How much of your pipeline does it actually cover?

Most tools own exactly one stage. Assessment platforms own the test, video platforms own the async recording, marketplaces own the sourcing. Need three of those and you are buying three tools, then reconciling three scores that were never built to be compared. Expert Hire runs five round modes on one rubric: resume screening, AI interview, human-led interview, AI prompt assessment and coding test. Inside an AI interview you pick one of eight types, from HR Round to System Design. Every stage rolls into one readiness score per candidate.

Map your current stages first, then count how many of them the tool replaces rather than sits beside.

The round types

Who stays in control of the candidates and the data?

Read the ownership terms before the feature list. A marketplace picks candidates for you out of its own pool. A talent-intelligence suite scores the profiles it already holds. Expert Hire is source-agnostic: bring candidates from anywhere, run it as your own ATS on every plan or connect the one you have, and export any time. Greenhouse is available today in early access with bidirectional sync and reportcard push-back. Bullhorn, Lever, Workday and Vincere are on the roadmap.

Ask what happens to your candidate records and your scoring history on the day you cancel.

Integrations and ship state

Is the pricing model aligned with how you hire?

Per-seat pricing charges you for adding a coordinator. Per-placement pricing charges you for hiring well. Per-assessment pricing charges you for volume, which is what you bought automation to handle. Expert Hire runs one shared monthly credit pool per workspace with unlimited team members on every tier. A resume scan is 1 credit, a coding test is 3, an AI interview is 5, and proctoring, candidate matching, reports and insights are never metered. Unused plan credits roll over for one month.

Model a realistic month, not a pilot. Then model the month after volume doubles.

Credit meter and plans

What you are comparing

Criterion one, on screen.

Hold every vendor to this artifact. Ask each shortlisted tool for the equivalent screen on a real role. Then check whether a reviewer could disagree with the score using what is on the page.

Python engineer

Jordan Blake

Download PDF

OverviewAnalysisSubmissionsResume Notes

Flagged for suspicious behaviour3 signals

78Score

Overall performance

Good fit for roleCodingRound 2 of 3

Strong Flask expertise, one unfinished task.

Skill breakdownWeighted against the JD

Flask / REST APIs88

Code quality79

System design74

Communication71

Report summaryPrompt: Flask API over an Elasticsearch job index

Nine years on Python backends, mostly Flask and REST. Built the search route cleanly, then stopped short of the Elasticsearch query and said so.

Strengths

Flask structure modular routes, CORS, jsonify
Production caching Redis layer, eviction reasoning

Areas for growth

Elasticsearch query and relevance sort unfinished
Distributed locks named deadlocks, not the fix

Responses to screening questions

Okay working from the office five days a week?Yes.

Notice period with your current employer?30 days, can be bought out.

Misconduct events

Tab switch × 2Multiple monitors × 1

Resume scoreResume.pdf37

Recording16:41, transcript 96 lines

Candidate, company and figures shown are illustrative.

See a sample report

What is on the reportcard.

One candidate, four tabs: Overview, Analysis, Submissions and Resume.
An overall score with a verdict line, a fit chip and a skill breakdown scored from the transcript and the submitted code.
The full recording with playback, and a speaker-separated transcript you can filter to candidate or interviewer.
Malpractice status alongside the round number, so the reviewer sees the signal and the context together.
Share or download as PDF. Reports and insights are never metered.

The report looks the same whether Ethan ran the round or a recruiter ran it live with the notetaker in the room. That is what makes candidates comparable across a mixed pipeline.

The comparisons

Fifteen comparisons, grouped by what the tool actually is.

A flat grid of logos hides whether you are comparing like with like. An assessment library and an outsourced interview service solve different problems. Each page names a winner per section, including the sections we lose.

Assessment and coding platforms

These tools own the test. They are strong on question libraries and auto-scored submissions, and they stop at the point where a person has to talk to the candidate.

Expert Hire vs TestGorillaPre-Employment Assessment Platform

TestGorilla is a pre-employment testing platform that offers a library of over 400 scientifically validated assessments covering cognitive ability, personality, culture fit, and role-specific skills. It helps recruiters screen candidates with standardized tests before the interview stage.

A feature grid will not tell you which one to buy.

Five questions that separate these tools.

Can you read the evidence behind the score?

What happens after an integrity signal fires?

How much of your pipeline does it actually cover?

Who stays in control of the candidates and the data?

Is the pricing model aligned with how you hire?

Criterion one, on screen.

What is on the reportcard.

Fifteen comparisons, grouped by what the tool actually is.

Assessment and coding platforms

Campus placement and student assessment

Video and async interview platforms

AI interviewers and conversational screening

Talent intelligence and experience suites

Outsourced interviewing and marketplaces

Sourcing and outreach tools

Applicant tracking systems and agency CRMs

Start from who you are, not from a logo.

In-house talent teams

Staffing and agencies

Universities and campuses

Job seekers and students

Six situations where you should buy something else.

You want the largest validated test library on the market.

You want an outside human to run every technical screen.

You need a full talent lifecycle suite, not an evaluation layer.

You genuinely only need one-way video interviews.

You want the platform to find the candidates for you.

You need to reach candidates across messaging and voice channels.

Before you shortlist.

Run one role through it and judge the reports.