4seen AI — be the answer AI gives

4seen AI helps companies get visible in AI answers (AEO/GEO) and improve the SEO layer that feeds them. It measures your Answer Share — the percentage of buyer questions where ChatGPT, Perplexity, or Google's AI cites or names you — against your real competitors, judged by a jury of AI models. Then it fixes the gaps with fact-guarded rewrites built only from facts you already have, keeps your content fresh with dated blog and FAQ answers, and tracks your citation win rate weekly on live engines.

What 4seen does

• AI visibility audit: crawler access, indexation (including Bing, which ChatGPT retrieves from), rendering, schema — then every buyer question measured: cited, weak, or invisible, and who wins instead of you.
• Grounded fixes: one fact-guarded rewrite per losing question, verified with a before/after citation win rate; questions needing new substance get a spec, not a hallucination.
• Earned-media visibility: the third-party sources AI engines cite for your questions (Reddit, listicles, reviews) mapped, with citable community posts and inclusion campaigns — substance-first.
• Weekly tracking: jury re-runs plus live-engine checks, with receipts for every number.

Pricing: free tier with 10 checks per month; Pro at US$29/month for unlimited simulations, critiques, and citability checks. Updated 2026-07-11.

How accurate is 4seen? See the public accuracy page · Weekly Show HN teardowns