+32 Commodity PressureSite content (schedules, headlines, results) reads like copy-pasteable data and calendar feeds — easy to compress into an API or bot.
"Events Events Results Top Headlines Slideshow Member Updates Social Stream"Site is primarily event listings, results, and headlines — no unique tech shown
+0 Model DependencyNo AI positioning or model reliance visible — so little risk from third-party model shifts (because there’s no model use to begin with).
No AI positioning, features, or claims visible on the siteNo model_dependency_markers present
-6 Workflow OwnershipOwning event schedules and results gives real, repeat value to members and athletes, but it's a narrow workflow that’s easily reproduced by calendars or league aggregators.
"Events / Results pages (scheduling and competition updates)"Member updates and event/results content targeted at institutions and athletes
-0 Distribution EmbeddednessSome embeddedness via an institutional network of NCAA Division II members, but no platform partnerships, app stores, or channel integrations shown.
References NCAA Division II institutions and member updatesNo platform_markers or integration_markers present
-0 Integration DepthNo sign of deep integrations, APIs, SDKs, or platform hooks — just a public-facing content site.
integration_markers: []No integration or platform signals in extracted site data
-0 Enterprise TrustBasic legal and privacy posture (Terms, Privacy, Accessibility, Do Not Sell) present, but no procurement/enterprise-grade proof or certifications.
"Terms of Service""Privacy Policy""Accessibility"
-0 Switching CostLow switching friction — schedules and headlines are portable; only governance and official branding create modest stickiness.
Events/results are content-driven and can be exported or rehostedMoat markers emphasize branding and member network rather than data lock-in
-0 Monetization MaturityNo visible pricing, product tiers, or commercial signals — not presenting as a monetized SaaS product.
pricing_visibility: "hidden"No pricing, subscription, or monetization details visible
+6 Category BaselineGeneric SaaS gets no category adjustment.
generic saas
-10 Relative PlacementDial down vulnerability: institutional membership, official branding, and workflow ownership make it less fragile than a pure commodity app site.
Peer anchor cluster centers ~47–59 (many generic_saas peers scored ~49–58) — target sits well above typical peers at 67.Site is an official NCAA Division II conference site (member network, governance, official branding) — non‑trivial social/organizational stickiness vs. pure copyable content.Core product is membership/operations (events, results) rather than a thin SaaS wrapper — workflow ownership provides recurring utility even if technical moat is shallow.