Causari vs Dipio

The first content-addressable ledger for AI agents. Every prompt, model, read, write and reasoning becomes an immutable causal event, captured at the wire, no agent...

The Dipio Evidence Loop is an agentic loop for product development: our AI interviews your users, behavioural science pinpoints what to build, and Dipio drafts the specs...

About Causari

The first content-addressable ledger for AI agents. Every prompt, model, read, write and reasoning becomes an immutable causal event, captured at the wire, no agent cooperation required. Trace, bisect, revert and explain every line your agents wrote. re audit reads plain git history, detects AI-authored commits from verifiable metadata ( Co-Authored-By trailers, bot authors, aider markers) and measures how many of those lines are still alive at HEAD. Every number carries its evidence class: VERIFIED (explicit metadata) is never mixed with PROBABLE (heuristic).

About Dipio

The Dipio Evidence Loop is an agentic loop for product development: our AI interviews your users, behavioural science pinpoints what to build, and Dipio drafts the specs your coding agents and engineers ship. It turns the diagnosis into one ranked recommendation: the single change most likely to move behaviour, with the quotes and numbers that back it. And loop after loop, that evidence grows into an accurate simulation of your user base, grounded in how your users make decisions in real life, so you can test a change before you build it.