Market Engineering terms

Market Engineering, the subject of Bruce Cleveland's book Market Engineering: Because Markets Don't Build Themselves, treats category creation and market formation as an engineering problem rather than an accident of timing or luck. It combines positioning, narrative, ecosystem development, and go-to-market motion into a repeatable practice.

In the context of AgenticSEO, Market Engineering is the upstream work that determines whether AI assistants can categorize and recommend a company at all. A site that does not name its category, its audience, and the problem it solves cannot be cited correctly — regardless of how strong its schema and metadata are.

The Traction Gap Framework describes the value-inflection points an early-stage company must hit on the way from idea to scale: MVC (Minimum Viable Category), IPR (Initial Product Release), MVP (Minimum Viable Product), MVR (Minimum Viable Repeatability), and MVT (Minimum Viable Traction). It is the operational backbone of Traction Gap Partners' venture work and is detailed in Bruce Cleveland's book Traversing the Traction Gap.

AgenticSEO uses TGF as a lens for evaluating a company's positioning and messaging. Audits flag where pages claim a TGF stage the business has not yet earned, or where they fail to communicate the stage they have.

Minimum Viable Category is the act of naming and scoping the market the company intends to lead. It precedes product release. Without a clear MVC, downstream go-to-market efforts have no anchor and AI assistants have no consistent category in which to surface the company.

In AgenticSEO audits, a missing or fuzzy MVC shows up as inconsistent category language across the homepage, about page, and product pages — and as low citation rates on category-defining prompts.