Prediction vs Monitoring: Two Different Approaches
Profound raised $58.5M from Sequoia Capital in August 2025, making it one of the best-funded companies in the GEO space. Their approach is straightforward: monitor AI platforms at scale and report which brands appear in responses.
Tocho takes a fundamentally different approach. Instead of monitoring what already happened, Tocho predicts what will happen — using a model trained on 12,000+ real AI citation events.
What Profound Does Well
Profound's monitoring infrastructure is comprehensive. They query AI platforms thousands of times across different topics and track brand mentions over time. For enterprise brands that need to report on AI visibility metrics to executives, this is valuable data.
Their strength is in brand-level monitoring: "How often does ChatGPT mention us when asked about our industry?"
What Tocho Does Differently
Tocho isn't a monitoring dashboard. It's a prediction engine. The core question is different:
- Profound asks: "Were we cited last week?"
- Tocho asks: "Will this content get cited?"
This distinction matters because monitoring is reactive — you learn about citations after the fact. Prediction is proactive — you can optimize content before it goes live.
Per-Model Prediction
Tocho provides separate citation probabilities for Perplexity, ChatGPT, and Gemini. Each model cites differently: Perplexity favors recency, ChatGPT favors authority, Gemini balances both. Knowing which model is likely to cite you — and which isn't — lets you target your optimization.
Pre-Publication Analysis
You can paste raw draft content into Tocho and get a prediction before the content is even published. This turns citation optimization into part of the content creation workflow, not a post-hoc reporting exercise.
Who Each Tool Is For
Choose Profound if: You're an enterprise brand with a large content library, you need to track brand mentions across AI platforms over time, and you want executive-ready dashboards. Budget: enterprise pricing (not published).
Choose Tocho if: You're a content creator, agency, or publisher who wants to optimize individual pieces of content for AI citation before and after publishing. You work in multiple languages or need Americas-focused regional pricing. Budget: from $19/month.
The Bigger Picture
Monitoring and prediction aren't mutually exclusive — they answer different questions. But if you have to choose one, the question is whether you'd rather know what happened or influence what happens next.