What we do, and why
Most teams’ knowledge is not ready for AI agents. It is scattered across wikis, documents, support tools, and people’s heads, written inconsistently, and impossible for an agent to read reliably. The Open Knowledge Format (OKF), an open specification published by Google Cloud on 12 June 2026, gives that knowledge a clean, portable, agent-readable shape: a directory of UTF-8 Markdown files with YAML frontmatter and a required type field.
We exist to bridge the gap between the knowledge you already have and a bundle an agent can actually use. We turn messy, scattered operational knowledge into spec-faithful OKF bundles. That is the whole focus. We are an implementation agency for agent-readable knowledge, not a generic SEO agency.
Our approach
- Spec-faithful. We follow the published OKF specification and cite it as our primary source, rather than inventing our own house format.
- Version-controlled. Every bundle lives in git, so changes are tracked and auditable.
- Human-reviewed. AI can help draft, but a person reviews every file. We do not ship machine output unchecked.
- No lock-in. The deliverable is plain Markdown in your repository. You own it completely.
- We hand everything over. Decisions, structure, and the full bundle are yours, documented so your team can carry it forward without us.
Who we are
We are an independent practitioner-led team building deep, focused expertise in OKF and agent knowledge systems. We are deliberately small, which means the people you talk to are the people doing the work.
We are not going to dress this up with invented credentials, fake founder biographies, or borrowed client logos. Honesty is the product here.
Founder details: placeholder. Real name, background, and relevant experience to be added by the founder. This space is intentionally left for genuine details rather than filled with fabricated ones.
Our stance
We are independent. We are not Google, and we are not endorsed by Google. When we make a claim about the format, we point you to the primary specification and the official knowledge-catalog repository so you can verify it yourself. We would rather be modest and accurate than impressive and wrong.
Next step
If your team’s knowledge is not yet agent-ready, the simplest place to begin is a short, honest assessment. Book an OKF Readiness Audit, or get in touch with a few details about where your knowledge lives today.