CVM — Capability Value MarketplaceContent Intelligence Engine
Scope · all sections

How the Content Engine Routes

One engine, three input types, three different governance paths. The routing decision — not the drafting — is what makes this safe to run automatically.

The core mechanism: classify before you draft

Every piece of raw input — a paper, a user's own forecast result, a platform metric — is classified by what kind of claim it makes before any content is generated. That classification decides how much human review it needs, if any. This is the part that makes full automation safe: the gate is chosen by the content's risk, not applied uniformly.

Raw input arrives

"Half-life compression in claims processing" — a working paper from a verified academic contributor

Expert IP — makes a new claim about the worldFull gate
Personal data — reports a user's own resultNo gate
Public claim — makes a claim to strangersLight gate
Expert IP path

A researcher's paper or finding. This is a new claim about the world — it can move an index, and it carries someone's professional name. Highest stakes.

1Classified as new-claim
2Drafted into 3 formats
3Held for credentialed expert review
4Publishes only on approval
● Full human gate — every time
Personal data path

A subscriber's own forecast result changed. This isn't a new public claim— it's reporting someone their own numbers back to them. Lowest stakes.

1Classified as self-reporting
2Drafted from their own data only
3No human review needed
4Sends automatically
● No gate needed — not a public claim
Public claim path

A hook post or proof post for social. It's aimed at strangers who have no context yet — needs a glance, not full expert sign-off.

1Classified as public-facing
2Drafted from already-approved data
3One quick check by content manager
4Publishes or schedules
● Light gate — a glance, not a review
Why this matters
The failure mode this prevents

Most content-automation systems apply one review standard to everything, which means either: (a) trivial personal reports get stuck in a review queue that never scales, or (b) expert claims that could move a market skip review because "it's just content." CVM's engine decides the gate from the classification, automatically — so a researcher's paper never bypasses expert review, and a subscriber's own weekly update never waits on a human who has nothing to check.