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Research & insights on AI employer visibility
Data-driven analysis from thousands of employer audits. No fluff, no listicles — just what the numbers say.
AI Employer Brand Report: 500 UK Companies Ranked
We audited 500 UK employers across ChatGPT, Perplexity, and Google AI. Here are the full rankings — who's winning, who's invisible, and what separates the top 10% from the bottom.
AI Salary Accuracy Report: What ChatGPT Gets Wrong About UK Pay
We compared AI salary estimates against actual compensation data for 200 UK companies. The average error was £18,400. Here's the full breakdown by model, industry, and seniority level.
What AI Says About Working at Deloitte — And How Much It Gets Wrong
We asked ChatGPT, Perplexity, and Google AI about working at Deloitte UK. The salary estimates were off by £25K, the culture description was five years out of date, and the benefits list was partly fabricated.
What AI Says About Working for the NHS — A Reality Check
The NHS is the UK's largest employer. We tested what ChatGPT, Perplexity, and Google AI tell candidates about pay, culture, and benefits. Some answers were surprisingly accurate. Others were dangerously wrong.
The Death of the Careers Page (And What Replaces It)
Your careers page isn't the starting point for candidates anymore — AI is. Here's what the data shows about the shift, and the three things replacing the traditional careers page in 2026.
How to Optimise Your Careers Page for AI Search
A step-by-step technical guide to making your careers page visible to ChatGPT, Perplexity, and Google AI. Covers llms.txt, JSON-LD, robots.txt, content strategy, and monitoring.
What AI Gets Wrong About Working at PwC
We audited PwC's AI employer brand across ChatGPT, Perplexity, and Google AI. The salary estimates, graduate scheme details, and culture descriptions all had significant errors.
Why Your £50K Review Site Spend Is Now Worthless
Most employers spend £30-50K annually managing their presence on traditional review platforms. AI doesn't cite any of them. Here's where that budget should go instead.
The Complete Guide to llms.txt for Employer Brands
Everything you need to know about llms.txt — the file that tells AI models how to represent your company to candidates. Includes templates, examples, and implementation guide.
What AI Gets Wrong About Working at Google UK
Google should have the best AI employer visibility of any company. It doesn't. We tested what ChatGPT, Perplexity, and Google's own AI say about working at Google UK — and found surprising gaps.
What AI Gets Wrong About Working at Tesco
Tesco employs 300,000+ people in the UK — making it one of the most searched employers. We tested what AI tells candidates about pay, culture, and careers. The gaps are significant.
Which Industries Does AI Recommend Working In? The UK Data
We asked ChatGPT, Perplexity, and Google AI to recommend industries for UK job seekers. The results reveal clear AI biases — and some industries are being unfairly written off.
AEO for Employer Brands: Answer Engine Optimisation Explained
AEO — Answer Engine Optimisation — is the discipline of getting your employer brand cited when AI answers candidate questions. Here's the framework, the evidence, and how to implement it.
AI Tools for Employer Branding: The 2026 Landscape
A practical guide to every AI tool that monitors, measures, or improves your employer brand visibility. From free audits to enterprise platforms — what works, what doesn't, and where to start.
How to Get Your Employer Brand Mentioned in AI Overviews
A data-driven guide to getting cited in Google AI Overviews for employer queries. Based on analysis of 517 UK employers and the content types that actually trigger AI mentions.
Employer Brand Audit Template: The Complete Checklist for 2026
A comprehensive, actionable audit template covering every dimension of your employer brand — from careers page content and review platform presence to schema markup and AI crawler access. 47 checkboxes. No fluff.
Is AI Replacing Traditional Employer Review Platforms? The Data Says Yes
Candidates are switching from traditional review sites to ChatGPT for employer research. Here's the data showing the shift, why it matters, and what employers should do about a world where AI curates your reputation.
AI Employer Brand Audit: What We Learned From Scanning 500 UK Companies
We audited what AI tells candidates about 500 UK employers. The results reveal a massive gap between what companies communicate and what AI actually says — with real consequences for hiring.
Why Your Careers Page Is Invisible to AI — And What to Do About It
Most careers pages are hosted on ATS platforms that produce thin, template content AI can't use. Here's what makes a careers page AI-visible — and the practical steps to fix yours.
The Complete Guide to Employer Schema Markup (JSON-LD) for Careers Pages
A technical guide to implementing Organisation, JobPosting, FAQPage, and other schema markup on your careers pages. With code examples for WordPress, Webflow, and React.
The Problem With Outdated Employer Reviews in the AI Age
AI cites employer reviews from years ago to answer candidate questions about your company. Companies change — but AI doesn't know that. Here's how stale data shapes perception and what to do about it.
AI Employer Brand Benchmarks by Industry: UK 2026
Industry-specific AI visibility benchmarks for UK employers. Compare your employer brand score against Fintech, SaaS, Healthcare, Retail, Consulting, and 5 more sectors.
How Candidates Use AI to Research Employers in 2026
80% of candidates under 30 use AI to research employers before applying. Here are the 7 questions they ask, what AI tells them, and what it means for your employer brand.
The Interview Preparation Problem: What AI Tells Candidates Before They Meet You
Candidates are using ChatGPT to prepare for your interviews. The quality of their preparation depends entirely on what AI knows about you — and most employers are invisible.
Employer Brand Score Benchmarks: UK Industries Compared
The first AI visibility benchmarks for UK employers. See how your industry performs — and what separates the top 10% from everyone else.
How One Blog Post Changed What AI Says About an Employer (Case Study)
1840 & Co went from 0% to 11% AI visibility in two weeks with a single blog post. Here's exactly what they did — and why it's the smallest action with the biggest ROI in employer branding.
AI Employer Brand Audit: What Your Score Really Means
A detailed breakdown of how OpenRole calculates your AI Visibility Score, what each factor measures, and what score you need to be competitive.
Structured Data for Employer Brands: A Technical Guide to JSON-LD
Complete implementation guide for schema.org structured data on employer websites. With code examples for Organization, JobPosting, FAQPage, and EmployerAggregateRating schemas.
The Cost of AI Misinformation: Why Wrong Salary Data Is Costing You £240K/Month
When AI tells candidates you pay £30K less than you actually do, here's the financial impact — and why your CFO should care about AI visibility.
How AI Models Really Decide What to Say About Your Company
A technical deep-dive into the architecture behind ChatGPT, Claude, and Perplexity's employer responses — and where you can intervene to control the narrative.
GEO for employer branding: the complete guide
Generative Engine Optimisation is changing how candidates find employers. This guide covers what GEO is, why it matters for talent acquisition, and how to implement it — even if your team has zero SEO experience.
The AI Employer Brand Score: why every HR leader needs one in 2026
Traditional employer ratings measured human perception. The AI Employer Brand Score measures machine perception — and it's becoming the metric that decides whether candidates ever see your careers page.
800 million people use ChatGPT every week. What are they asking about your company?
The latest data on AI adoption, search displacement, and what it means for employer brands. Including the stat that changes everything: 13.5% of ChatGPT conversations are information-seeking.
AI is hallucinating your salary data — here's proof
We compared what ChatGPT, Google AI, and Perplexity say about salaries at 200 companies vs. actual pay data. The gap is alarming — and it's costing employers candidates.
llms.txt: the file every employer needs in 2026
A practical guide to creating an llms.txt file — the new standard for telling AI models how to represent your company. Step-by-step instructions with templates.
The zero-click candidate: how AI is replacing employer research
60% of Google searches are already zero-click. When AI Overviews appear, only 8% of users click any link. What this means for your careers page, job boards, and recruitment marketing.
Why your review platform profile doesn't matter anymore
ChatGPT cites Wikipedia (7.8%) and Reddit (1.8%) when answering questions about employers. Traditional review sites? Not even in the top 10. The data shows a fundamental shift in how candidates research companies.
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