Does fixing AI answers help if my company genuinely has bad reviews?

No tool or content strategy fixes an inaccurate answer that is actually true. If the underlying employee experience is genuinely poor, the fix starts with the workplace itself, not the content. What GEO work does is make sure a fair, current, and complete picture reaches the model instead of one or two outdated complaints standing in for the whole company.

Can I ask an AI model to remove or correct false information about my company?

Not directly. Models generate answers dynamically from patterns in training data and retrieved sources rather than a database entry you can edit, so there's no request form to fix a single wrong answer. The reliable path is publishing accurate, well-structured, and independently corroborated content so the next time the model retrieves and synthesizes, it has better material to work with.

How often should I check what AI says about my company as an employer?

Monthly, using the same fixed set of prompts each time so you can compare results over time rather than one-off snapshots. Models update, retrain, and index new content continuously, so an audit from six months ago tells you almost nothing about the current state.

Do JobPosting and FAQ schema still matter if the rich results are gone?

Yes. Google removed the visual FAQ rich result from search on May 7, 2026, following the earlier removal of the HowTo rich result, but FAQPage, Article, and JobPosting remain valid schema.org types. The markup now serves AI answer engines directly, helping them parse and extract your content accurately, rather than earning you a SERP snippet.

Is LinkedIn more important than Glassdoor for shaping AI employer-brand answers?

They serve different roles rather than competing directly. Glassdoor and Comparably provide the volume of employee sentiment models synthesize for culture and satisfaction questions, while LinkedIn provides high-authority, first-person content that models weight heavily for both brand and recruiting-specific queries. A strong program needs both, not one instead of the other.

How long does it take to see AI answers change after publishing new content?

It varies by model and by how the content gets picked up elsewhere. Retrieval-based models like Perplexity can reflect new, well-indexed content within weeks, while models that rely more heavily on training data can take longer to reflect a change unless the new content also gets cited or referenced by other sources in the meantime.

Should HR, marketing, or talent acquisition own employer-brand GEO?

It works best as a shared function with one clear owner, usually someone in employer brand or talent marketing, because the work spans review platform management, LinkedIn content, press relationships, and careers site structure. Treating it as purely an HR task or purely a marketing task tends to leave one of those levers unpulled.

What's the single highest-leverage first step?

Run the audit before you publish anything. Knowing exactly what ChatGPT, Gemini, Perplexity, and Claude currently say, and which specific claims are wrong or outdated, tells you where to spend the next quarter of effort instead of guessing.

How to Optimize for AI Answers in Recruiting and Employer-Brand Queries