The Most Visible GEO Tool vs the Prediction Engine
Otterly.ai is probably the most recognized name in AI search visibility tracking. They've built a solid product for monitoring how brands appear in AI-generated search results — tracking specific queries, measuring visibility over time, and alerting when things change.
Tocho approaches the problem from a different angle entirely.
What Otterly Does
Otterly monitors AI search platforms (ChatGPT, Perplexity, Google AI Overviews) by running queries and tracking which brands and URLs appear in responses. You define the queries you care about, and Otterly checks them regularly.
This is valuable for understanding your current AI visibility landscape. You can see:
- Which queries mention your brand
- How your visibility changes over time
- Which competitors appear alongside you
What Tocho Does
Tocho doesn't monitor queries. It predicts whether your content will be cited by AI, using a model trained on 12,000+ real citation observations.
The fundamental difference:
- Otterly: "Were you visible for this query?"
- Tocho: "Will this content get cited?"
Tocho's per-model prediction shows you separate probabilities for Perplexity, ChatGPT, and Gemini — because each model cites differently. A page with 70% probability on Perplexity but 15% on ChatGPT needs different optimization than one that scores low across the board.
Pre-Publication vs Post-Fact
Otterly's data is inherently retrospective. It shows you what happened in past AI responses.
Tocho's prediction works before publication. Paste a draft article — not even published yet — and get a citation probability. This moves AI optimization upstream into the content creation process.
Language and Market
Otterly primarily serves English-speaking markets. Tocho is built for the Americas: English, Portuguese, Spanish, and French, with language-calibrated prediction weights and regional pricing adjusted for Brazil, Mexico, and other markets.
When to Use Which
Choose Otterly if: You need to monitor specific queries over time and track brand visibility trends across AI search platforms. You have a defined list of queries you want to watch.
Choose Tocho if: You want to optimize individual content pieces for AI citation before publishing. You need multilingual support or Americas-market pricing. You care more about influencing future citations than tracking past ones.
Can You Use Both?
They're complementary. Use Tocho to optimize content before publishing (prediction). Use Otterly to verify whether your optimizations led to actual visibility (monitoring). Together, they close the loop.