Platform · Shipped · new here
Proprietary benchmark store (the data flywheel)
Cross-client, JobFrame-matched comp + HR-metric benchmark database that every data-absorbing tool contributes to automatically (by design). Aggregates-only + min-N + HMAC-tenant; turns accumulated observations into Bayesian priors with honest error ranges that tighten as data grows — the durable moat competitors can't accumulate.
- Cluster
- Platform
- Type
- data
- Status
- Shipped
- Used by
- people-analytics-toolbox, human:operator, human:buyer
Maturity evidence
- Functioning
- Schema + contribute (fire-and-forget, min-N, HMAC) + getBenchmarkPrior (n-weighted, honest CI, 3-state) + REST contribute/prior/stats; migration 0135; 3 aggregation tests + typecheck gate.
- Valuable
- The durable data-flywheel moat (project_commercial_strategy_own_domain_low_price); sharpens pay priors over time.
- Understood
- docs/BENCHMARK-STORE-INTEGRATION.md + AGENTS.md standing rule.
- Integrated
- Auto-contribution wired into byos.calibrate + onboarded-run; war-carded: priors->salary-benchmark/predict, more contributors, raw-HRIS classify, MCP twin, periodic rollup.
How to use it
- REST
- /api/benchmark/contribute
- MCP
- benchmark-store.contribute · benchmark-store.prior · benchmark-store.stats
- Data
- benchmark.benchmark_observations
Other Platform capabilities
- Comp audit self-serve — CSV intake, free validate, commerce-gated watermarked run (HO-155)
- Gift pass — gifted ownership on the entitlement store (magic-link claim)
- JobFrame canonical Job Family × Focus × Level taxonomy + classifier
- SMB pay-system wizard — chocolate/vanilla over the pay-system catalog
- Support channel — portfolio-wide /support form → ticket store → operator email
- Ask-your-data — generalizable NL→rank→tier→cite spoke (HO-378)
- Diagnostic acquisition — next-best-ask over a live hypothesis set
- Executive-Priorities Elicitation Instruments (static catalog)
Capability detail sourced from the People Analytics Toolbox capability feed (source of truth), snapshot retrieved 2026-07-23.