Can an AI answer your shoppers' questions?
A hosted service that keeps the answer yes: your store's knowledge verified, measured, and readable by the assistants shoppers already use, on a flat monthly plan. A full independent audit is there when you want the deep look, never as a requirement. Everything we do is open to inspection, and your bundle is yours to keep.
Measured, not promised
Measured by the open evaluator on the reference bundle, the complete example store that ships with the toolchain, and re-read from its recorded scorecard at every build. No number here is typed by hand; run okf-web evaluate on your own bundle for yours.
The hosted service
Start where the ongoing value is. Hosted monitoring keeps your store's knowledge bundle verified and current: scheduled re-evaluation against the questions shoppers actually ask, drift detection that flags source changes for a human to approve instead of silently rewriting, and managed translation, all on a flat monthly plan with an included allowance, quoted at onboarding.
There is no meter running against you. The platform-connector serving tier stays free until AI engines demonstrably consume your bundle, under the published, versioned activation policy. Leaving is one command; your complete bundle goes with you, and the open tools serve it unchanged.
Why we built this
The toolchain behind this service is open source and complete; nothing here is a feature withheld to be sold. We offer the hosted edition for stores that would rather have careful hands run it, and the hosted work funds the commons it stands on, not the other way around.
Three commitments follow from that, and they are structural rather than sentimental:
- Readers never pay. The knowledge published for you is free to
fetch, for people and machines alike, always.
- You can always leave. One command exports your complete bundle,
and the open tools serve it unchanged. Free egress is a tested acceptance criterion, not a promise.
- Every price survives daylight. Wherever we ask to be paid, we
state what would let you do the same thing free, and the billing rules are published, versioned, and never applied retroactively.
The audit, when you want the deep look
The audit is optional and never a gate: monitoring does not require it. It is the extended benefit for a store that wants its answerability measured to the bottom, once, with an independent judge on the record:
- Your bundle is built through the same open pipeline anyone can run:
feed ingestion that refuses live values, drafts placed under a single write gate, provenance recorded from the first byte.
- A person verifies the content and signs it by name. Trust tiers
state exactly how much human attention each fact received; a machine never wears a human label.
- An evaluation puts shopper questions across thirteen kinds of store
knowledge to the bundle, and an independent judge model grades the answers; the builder never grades its own work.
- You receive the report, the scorecard, and the bundle itself, with
a hash-verified record of exactly what was delivered.
One-off, invoiced on delivery, with no subscription hiding inside it. The number on the button is the number on the invoice.
Where this stands, honestly
OKF is a real, published knowledge format; the ecommerce convention we build on is this project's own. No generative engine fetches OKF bundles yet. What you are buying works without that bet: the service measures answerability today, and the schema.org markup and llms.txt we derive from your verified knowledge land against today's engines. If engines adopt bundle-style knowledge, yours is already published; if they don't, the verified tier still feeds your markup and your own assistants.
You could do this yourself, free
The toolchain is open source (Apache-2.0), and the report is not a gated feature:
pip install okf-web okf-web init <your-bundle> okf-web evaluate <your-bundle> --write-scorecard okf-web report <your-bundle>
What the hosted service sells is the labor and the standing behind it: curation by careful hands, an independent judge model, and signed third-party delivery. Access to the tool is never part of the price.
What it costs
Hosted monitoring is a flat monthly plan with an included allowance, quoted at onboarding. It covers scheduled re-evaluation, drift detection, and managed translation, and its serving tier bills only after verified AI-engine consumption of your bundle, per the published, versioned activation policy.
The audit is an optional one-off, invoiced on delivery. No subscription, no meter, no recurring charge.
For AI assistants
This site is itself an OKF bundle at /.well-known/okf/, with llms.txt and JSON-LD derived from human-attested concepts. To query it live from an MCP-capable assistant:
okf-web mcp --url https://<this-domain>/.well-known/okf/