Skip to main content

Blog

Research & insights on AI employer visibility

Data-driven analysis from thousands of employer audits. No fluff, no listicles — just what the numbers say.

Research12 min read

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.

Read article
Research10 min

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.

Company Teardown8 min

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 The salary estimates were off by £25K, the culture description was five years out of date, and the benefits list was partly fabricated.

Company Teardown9 min

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.

Thought Leadership7 min

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.

Guide10 min

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.

Company Teardown7 min

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.

Thought Leadership6 min

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.

Guide11 min

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.

Company Teardown7 min

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.

Company Teardown7 min

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.

Research8 min

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.

Guide12 min

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.

Guide14 min

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.

Guide11 min

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.

Guide13 min

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.

Analysis10 min

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.

Research10 min

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.

Guides8 min

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.

Guide16 min

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.

Analysis6 min

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.

Benchmarks12 min

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.

Insights9 min

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.

Analysis9 min

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.

Data10 min

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.

Case Study8 min

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.

Education10 min

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.

Technical20 min

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.

Analysis11 min

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.

Technical15 min

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.

Guide10 min

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.

Analysis7 min

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.

Data6 min

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.

Research9 min

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.

Guide5 min

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.

Trends7 min

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.

Analysis6 min

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.

Want to see your own data?

Run a free audit and see exactly what AI tells candidates about your company.

Free audit