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AI Visibility GEO Comparison

Kitbase vs Otterly.AI: Cheap Broad Coverage vs Diagnostic Depth

Kitbase vs Otterly.AI compared: Otterly's low-cost broad engine coverage against Kitbase's crawler, citation-source and conversion data in one project.

K
Kitbase Team
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One question settles this: do you need to know where you stand, or why you stand there? Otterly.AI answers the first question at the lowest price of any broad-coverage tool in the category, and it answers it well. Kitbase answers the second, because it collects the crawler logs, citation sources and conversion data that explain a presence rate rather than only reporting one.

We build Kitbase. Otterly is a genuinely good entry-level product and we’d recommend it over us in several situations below.

Otterly’s case

Otterly is the cheapest way to get broad engine coverage, and that combination is rare. Most tools are either cheap and narrow or broad and expensive.

At its base tier it covers ChatGPT, Perplexity, Google AI Overviews and Copilot, with Gemini and AI Mode available as add-ons. Kitbase’s entry plan covers ChatGPT alone. If your priority is watching several surfaces at once on a small budget, Otterly wins that comparison outright and it isn’t close.

It also ships a GEO content audit that checks whether your pages are crawlable and structured in ways that make citation likely, plus prompt research, average-position tracking, competitive benchmarking and geographic performance. There’s a free trial and the on-ramp is deliberately gentle. For a solo founder or a small marketing team testing whether AI visibility deserves attention at all, that’s the right shape of product.

The consistent criticism in reviews is that Otterly tells you where you rank better than it tells you what to do about it, and that it doesn’t cover the crawler side. Both are fair, and both are what you’d expect at the price.

Kitbase’s case

Kitbase reports the same core measures, and defines them tightly: presence rate with brand mentions and domain citations counted separately, share of voice normalised across every tracked brand with a dense rank over time, cited domains and exact pages classified as yours, a competitor’s or third-party and tagged by source type, and per-mention sentiment, recommended-versus-mentioned status and position within ranked lists.

The difference is what surrounds those numbers.

Crawler detection with verification. AI crawlers don’t run JavaScript, so no tag-based tool sees them. Kitbase reads requests forwarded from your server or edge, resolves each to a named crawler and vendor, and checks the claim against that crawler’s published identity. Anything can put GPTBot in a user-agent header; verification is what separates a real OpenAI fetch from a scraper wearing its name. You get per-path crawl frequency, so you can see a documentation section stop being read three weeks before your citations fall.

Citation sources, classified. Knowing that Perplexity cites G2 and a Reddit thread when answering about your category, and that you appear in neither, is an action. Knowing your presence rate is 31% is a status update.

The rest of the funnel. Cookieless web analytics on the same pipeline, with funnels, journeys, retention and rage-click detection, so an AI referral can be followed to a signup. Backlink opportunities assembled from the domains AI cites where you’re absent. A site audit. Keyword research. An MCP server on every plan, so you can ask an AI assistant for your presence rate instead of opening a dashboard.

The honest limitation: on Starter you watch one engine. Otterly gives you four for less money. If breadth-per-dollar is the metric, we lose.

Side by side

Otterly.AIKitbase
Engines at entry tierChatGPT, Perplexity, AI Overviews, CopilotChatGPT only
Engines at top tierBase + add-onsUp to 10 incl. Claude, DeepSeek, GLM, Kimi, AI Mode
Entry priceLowest broad-coverage option$99/mo, 7-day trial
Presence and position trackingYesYes
Competitive benchmarkingYesYes, with auto-detected competitors
SentimentYesYes, plus recommendation status and list rank
Paid placements inside answersNoYes, ChatGPT + Google’s AI surfaces
GEO content auditYesSite audit + citation gap
Geographic performanceYesBusiness plan only
AI crawler detectionNoYes, with identity verification
Web analytics and funnelsNoYes, cookieless
Backlinks / link opportunitiesNoYes
MCP serverNot documentedYes, every plan

Who should pick which

Choose Otterly.AI if your budget is small, you want several engines watched from day one, you’re an agency running many small clients, or you’re still establishing whether AI visibility moves anything for your business. Spending $99 a month to watch one engine makes no sense when you haven’t yet proven the channel matters.

Choose Kitbase if you’ve passed that stage. Specifically: you’ve been tracking for a few months, the number moves, and you can’t tell whether it’s a crawling problem, a citation problem or noise. Or you’re consolidating an analytics tool, a crawler script and a visibility dashboard into one bill.

There’s a reasonable path where you start on Otterly, learn which engines and prompts matter for your category, and move when the diagnostic question becomes the expensive one. Nothing about that is wasted spend.

FAQ

Is Otterly.AI cheaper than Kitbase? Yes, at the entry tier, and it covers more engines there. Kitbase’s price includes web analytics, crawler detection, backlinks and a site audit, so compare total stack cost rather than the AI visibility line alone.

Does Otterly track AI crawlers like GPTBot? Not as of writing. It focuses on the answer layer and content auditing. Kitbase, Hall and Scrunch AI report crawler activity.

Which covers more AI engines? Otterly at the entry tier. Kitbase at the top tier, where it reaches ten surfaces including Claude, DeepSeek, GLM, Kimi and Google AI Mode. Neither covers Grok or Meta AI.

Can I export data from both? Both offer exports. Kitbase also exposes a REST API, webhooks and an MCP server so AI assistants can query your data directly.

Do I need both? No. They overlap heavily on the core measurement. Pick based on whether your open question is “where do we stand” or “why”.


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