Geology and Knowatoa both look at how AI search engines read a website, but they sit at different points on the measurement-to-execution spectrum. Knowatoa is an AI search audit tool built for SEO teams that want a clean snapshot of how their site renders to ChatGPT, Perplexity, and the rest, plus a checklist of what to fix. Geology is a measurement plus execution platform: ongoing tracking across ChatGPT, Perplexity, Gemini, Copilot, and Google AI Overviews, plus page audits, prompt management, content briefs, and an agentic optimization layer that ships fixes automatically.
If you need a one-time audit you can hand to a developer, Knowatoa is a fair pick. If you need continuous tracking and the layer that closes the loop, Geology is the better fit.
At a glance
| Dimension | Geology | Knowatoa |
|---|---|---|
| Best for | Mid-market and B2B teams that need to measure and act | SEO teams that want a clean AI search audit report |
| AI platforms tracked | ChatGPT, Perplexity, Gemini, Copilot, Google AI Overviews | Audit-style coverage of major AI crawlers and answer engines |
| Execution support | Yes. Page audits, prompt monitoring, content briefs, agentic optimization | Audit findings and recommendations, manual implementation |
| Pricing model | Subscription, transparent | Self-serve tiers, per-audit and subscription |
| Time to first insight | Same-day audit | Same-day audit |
| Reporting | Self-serve dashboard plus exports | Site audit report with issue list |
| Best paired with | An in-house team that wants to ship | A developer or SEO team that owns implementation |
What Knowatoa does
Knowatoa is positioned as an AI search readiness and visibility audit tool. Per its homepage, the product checks how a site renders to AI crawlers, looks at robots.txt and AI bot access, reviews schema and structure, and reports where a brand shows up across major AI engines. The output is an audit report with a prioritized issue list. The pitch is simple: in a few minutes you get a clear picture of what the AI search stack sees when it reaches your site, and a list of changes that would improve it. The work of writing the schema, restructuring the page, fixing the FAQ block, and validating the change is handed off to whoever owns the site.
What Geology does differently
Geology starts with the same audit but treats it as a starting line, not a deliverable. The platform combines cross-platform tracking with execution: page audits flag the pages an AI is misreading and re-check them on a cadence, prompt management captures the queries your buyers actually run so coverage is measured against real demand, the content workspace turns gaps into briefs your team can ship, and an agentic optimization layer applies common fixes (schema, FAQ structure, internal linking) automatically. AI visibility shifts every week as models retrain, so a one-time audit ages quickly. Geology is built to keep the picture current and shorten the distance from insight to fix.
Pricing
Knowatoa runs a self-serve model with audit-based and subscription tiers, priced for individual SEOs and small teams. Geology is sold on a transparent subscription with public pricing, designed to fit mid-market and B2B teams that need ongoing tracking and execution rather than a one-shot report. The two products live at different price points because they cover different scopes of work.
When Knowatoa wins
If you need a fast, low-cost AI search audit you can run on a single site and hand to a developer, Knowatoa is a fair pick. The product is purpose-built for that snapshot use case and the pricing reflects it.
When Geology wins
If your team needs continuous tracking, prompt-level visibility, and a layer that ships fixes without adding headcount, Geology is the better fit. You get cross-platform measurement plus a productized execution layer that closes the loop. For B2B and SaaS teams running pipeline goals, the speed from insight to shipped change is the differentiator. Start with a live audit to see how it lands on your own URLs.