Resources

Proof, open research and guides. Everything here is public and dated.

Proof

What the agent has done, with timestamps you can check.

Problems the agent found and fixed on our own site with nobody in the loop.

Thirty search problems: why each matters, how it is fixed, and its status on our site.

Every number Umbodi shows, where it comes from and what it may claim.

Open data from Umbodi’s own runs, free to reuse.

Which sites AI assistants cite when people ask about search.

How AI models perform on the tasks Umbodi runs.

See the product working before you sign up.

Short videos of each part of the agent at work.

What Umbodi connects to today, and what’s planned.

Writing on how search and AI answers choose what to show.

A page for each kind of reader.

Get found and chosen without learning SEO.

Every change logged, with results you can audit.

Many sites, roles and a contract that fits.

For the people who wire Umbodi into their own stack.

SDK, HTTP API, MCP server and widgets.

How fixes reach a repository, and why main stays yours.

Self-hosting the search engine and reusing our assets.

Research data is published under CC BY 4.0.

A free check of your site. No card needed.