Independent research on AI interviewer tools, the recruitment market, and technology that makes hiring smarter.
An independent look at Green Kollar, the job board focused on green jobs, sustainability roles, and the clean energy workforce. Who it's for, how it compares, and whether it belongs in your hiring stack.
A bad senior engineering hire can cost $600K-1.2M over 18 months. Here's where that cost actually originates in the screening process — and what to fix first.
38.5% of AI interviews now trigger cheating flags. Here's what actually stops AI-assisted candidates — and why most anti-cheating tooling is solving the wrong problem.
Most system design candidates walk you through a clean architecture and stop. The strongest ones lead with what breaks. Here's why the happy path is the wrong bar, and what an interview should actually probe for.
How AI interview platforms handle disability accommodation — screen readers, speech and motor differences, neurodivergence — and what ADA and EU accessibility law actually require.
AI voice agents are replacing the recruiter phone screen. How AI phone screening actually works, what it can and can't detect, and what candidates should expect.
An independent look at Pymetrics and neuroscience-game-based hiring assessments — what the games measure, the validity evidence, bias audit history, and where the science actually stands.
What legal rights candidates actually have to opt out of AI hiring screens or request human review — under Illinois, New York City, Colorado, and EU law, explained plainly.
An independent review of Codility's technical assessment platform — accuracy, accessibility, pricing, AI-assisted-coding detection, and how it compares to CodeSignal and HackerEarth OnScreen.
The EU AI Act classifies AI hiring and screening tools as 'high-risk' — here's what that actually requires of employers and vendors, and what happens if you ignore it.
A full independent comparison of AI interview platforms in 2026 — HireVue, Paradox Olivia, Eightfold, Spark Hire, Willo, myInterview, InterviewFlowAI, Ray by Diyam AI, HackerEarth OnScreen, and more — by category, price, and fit.
Most AI interview coaching advice is built on guesswork. We mapped what these platforms actually score — NLP signals, rubric criteria, adaptive follow-up — and what that means for candidates who want to prepare intelligently.
A synthesis of the current evidence on bias in AI hiring tools — what the research actually shows, where it enters the pipeline, and what the legal cases reveal about the gap between vendor claims and real-world outcomes.
Eightfold AI markets itself as a talent intelligence platform. A 2026 class action alleges it secretly built consumer reports on job applicants. An independent look at the product, the claims, and what HR teams should actually check.
AI hiring adoption is surging but 88% of HR leaders report no significant business value. Here's what the 2026 data on AI interviewing, candidate trust, legal risk, and tool performance actually says.
A founding engineer isn't a stronger version of your fifth hire. Here's why the standard interview loop misses the signal that actually predicts a good founding engineer — and what to test instead.
Most DSA interview problems test memorisation, not engineering ability. Here's what adaptive questioning looks like — and why it surfaces better signal in less time.
93% of job seekers now admit to embellishing their resume. Here's how to verify resume claims in an interview — and why most verification methods don't work anymore.
Take-home assignments kill your pipeline. 57% of candidates abandon time-consuming hiring steps. Here's what the data says and what actually works instead.
Same candidate profile. Same job description. Five platforms. We mapped exactly what signal each AI interview tool captured — and what it completely missed. The results say more than any feature comparison.
The best human interviewers probe, push back, and read the room. Most AI interview tools do none of this. Here's why that gap matters — and why Diyam AI is trying to close it.
Ray by Diyam AI takes a different approach to technical hiring than HireVue, Codility, or Spark Hire. We compare how it stacks up — and which type of team it's actually built for.
Enterprise AI interview platforms are overkill for most startups. We compare the best affordable AI interview tools — Spark Hire, Willo, myInterview, and more — so you can hire smarter without the enterprise price tag.
Technical screening eats 2-3 hours per candidate in scheduling, calls, and write-ups. Here's why it's so slow — and how adaptive AI interviews fix it.
AI screening now touches most job applications. This guide explains what it is, how it works, and what both candidates and employers should know in 2026.
HireVue and Paradox Olivia take very different approaches to AI hiring. We compare them on candidate experience, pricing, and fit so you can choose the right one.
An independent review of HireVue's AI interview platform — what it does well, where it falls short, and whether it's still the default choice in 2026.
Nearly 4 in 10 candidates have quit a hiring process over an AI interview. Here's what the backlash means for HR teams still rolling out AI screening.
All research articles from Sharingan AI — covering AI interviewer tools, the recruitment market, and the best tools to enhance your hiring process.
AI interview platforms promise to screen thousands of candidates at once. We examine what the technology actually delivers — and the critical limitations no vendor will put in their brochure.
From AI-generated CVs to automated rejection emails, both candidates and employers are adapting fast. Here's what the data says about where the job market is heading in 2025.
Not all recruitment AI is hype. We tested and reviewed seven tools that are delivering real results for hiring teams — from sourcing to offer management.