Where ShipReady fits
There are three different jobs here, and mostly three different kinds of tool. This page is honest about which job each one does — including where the engineering-workflow tools do things ShipReady doesn’t.
Engineering intelligence
Make the engineering org faster: cycle time, review flow, allocation, developer experience. LinearB, Swarmia, and Jellyfish own this job.
GRC automation
Get through an audit: collect evidence and tick framework checkboxes. Vanta, Drata, and Secureframe own this job.
ShipReady Metrics
Prove your technology investment and govern the AI-native org: one board-ready composite, live security and compliance readiness, and AI governance — measured honestly.
Capability by capability
Every ShipReady mark traces to a shipped capability (shown as ↳). The competitor columns are category-level, not per-vendor scorecards, and reflect what those categories generally offer as of September 2026. Where we don’t do something, we say so and why. AI governance here is the engineering-evidence slice — frameworks and the AI visible in connected repositories — not a company-wide inventory of every model or agent outside those connections.
| Capability | Engineering intelligenceLinearB · Swarmia · Jellyfish | GRC automationVanta · Drata · Secureframe | ShipReady Metrics |
|---|---|---|---|
| Engineering workflow | |||
| PR review & verification cycle timeThe eng tools give the full pickup→review→verify→deploy breakdown; we surface the review/verify segment that actually constrains delivery once AI writes the code.↳ Staged review/verify cycle time (G240) — deploy stage still deferred | partial | ||
| Code-review analyticsReview coverage, approvals, change-requests, reviewer concentration — framed as the human quality gate for AI-authored change.↳ Review-as-control analytics (G241) | |||
| Developer-experience pulsePeers run classic DevEx/eNPS; ours is the AI-era collaboration pulse (trust in AI output, review load, flow).↳ AI-collaboration pulse (G239) — not a full DevEx/eNPS instrument | partial | ||
| Real-time review-queue nudges (Slack)WorkerB-style “N PRs are stacking up” pings.Deferred — needs event-driven ingestion; ShipReady is a periodic-sync product (G242). | |||
| Engineering-time allocation & R&D capitalizationNot built — a finance/allocation workflow outside our investment-intelligence focus. | |||
| Engineering OKR trackingNot built — we score readiness, not goal progress. | partial | ||
| Per-developer productivity rankingOmitted on purpose — no individual surveillance; our unit is the estate, not the person. | by design, no | ||
| Governance, security & honesty | |||
| Multi-framework compliance readiness23 bundled frameworks with a required-vs-elective obligation map.↳ 23 bundled frameworks + readiness engine + Obligation Map (G231/G237) | |||
| Evidence engine + board pack / OSCALConnector-collected evidence with named-human attestation, exported audit-ready.↳ Evidence collectors + Board Pack + OSCAL export | partial | ||
| AI governance (EU AI Act / ISO 42001 / NIST AI RMF)Engineering-evidence slice only. Not a company-wide inventory of every model, agent, or third-party system outside connected repositories.↳ Framework registries, FRIA, and the Art. 15 evaluation register for AI the product can see — not E38.7 company-wide coverage | partial | partial | |
| EU CRA Art. 14 vulnerability reportingThe 24h/72h/14d reporting ladder with named-human submission.↳ CRA reporting surface + collector (E14 / G235) | |||
| Live CVE-matched security readiness↳ Security Readiness score + findings + remediation tracking | partial | ||
| Board-ready composite + dollar Value at StakeNine explainable domain scores rolled into one composite, translated to dollars.↳ ShipReady composite + Value at Stake | partial | ||
| Evidence-honesty doctrineUnmeasured reads “not measured”, never zero; only a named human declares a control met — the opposite of green-checkmark automation.↳ The honesty doctrine, enforced by property/mutation tests across the scoring + evidence engines | |||
The honest read
If your only job is to speed up the engineering org, a dedicated engineering-intelligence tool will out-feature us on workflow analytics — we concede the review-queue nudges, allocation, OKRs, and per-developer views above. If your job is to prove your technology investment to a board and stay on the right side of the regulators your buyers answer to, that’s the job ShipReady is built for — and neither category does it the way we do, honestly measured.