
Online Reputation Monitoring in 2026: Search & AI
Reputation no longer lives only in reviews and headlines. It's what ChatGPT, Perplexity, and AI Overviews say about you — and no incumbent stack watches that layer.

Author
Ricardo is one of the founders and engineers behind its SERP and AI-search scraping infrastructure. Before cloro he scaled a financial comparison site to $7M ARR and ran the full-country operations of a unicorn to $65M ARR, then went back to building. He writes about search engine scraping, generative-engine optimization, and turning live search and AI-answer data into something teams can act on.

Reputation no longer lives only in reviews and headlines. It's what ChatGPT, Perplexity, and AI Overviews say about you — and no incumbent stack watches that layer.

Exa searches the web by meaning, not keywords — so how different is it from Google, really? We ran 500 identical queries through Exa and cloro's live Google SERP. The overlap is the lowest of any search API we've measured, and that's exactly the point.

cloro read 60 live SERPs: AI Overviews hit 100% of B2B/SaaS queries vs 10% of B2C. How to do B2B keyword research with SERP signals, not unreliable volume.

International keyword research, tested: we scraped one seed across 10 country SERPs and found ~17% overlap. Why translation fails and how to localize instead.

There are three different \"Perplexity webs\" — the Search API, the answer users see, and Google — and most people conflate them. We ran 500 identical queries through the Perplexity Search API and cloro's live Google SERP to measure exactly how far apart they sit.

Turn one seed into thousands of keywords with a keyword research API — autocomplete, PAA and related-search fan-out, plus an AI clustering pipeline.

We compared the best media monitoring tools for 2026 — Meltwater, Cision, Brandwatch, Brand24 and more — on pricing, fit, and the AI blind spot they share.
Compare the best AI rank tracking tools for ChatGPT, Claude, Perplexity, and AI Overviews: pricing, engine coverage, and when to build your own.

Travelers now plan trips inside ChatGPT, and when an AI answer recommends a hotel it cites Tripadvisor, Expedia, and Condé Nast Traveler far more than the property's own website — direct hotel sites appear in about 6% of citations, and only for the largest chains. Hotel and travel SEO in 2026 is about being present in the sources AI reads.