PlanWright

The two ceremonies coding agents can’t remove are planning and acceptance — a human still hand-types tasks at UI speed to feed machines running thousands of times faster, and a senior engineer still reads every pull request one at a time. PlanWright addresses both ends. Inside Claude Desktop, it synthesizes raw inputs — transcripts, decks, email threads, Slack — into structured objectives with machine-checkable acceptance criteria via MCP, so you approve intent rather than author tasks. When an agent finishes work, PlanWright’s acceptance triage in Claude Cowork combs the mechanical criteria and clears what it safely can, routing only the calls that require judgment to a human reviewer.

The differentiating mechanism is the signed audit ledger. Every state transition — Scheduled to In Progress when an agent claims an objective, In Progress to Acceptance when the diff is ready, Acceptance to Done when a human signs off — produces a hash-chained, cryptographically signed record. The vendor describes the chain as independently verifiable on a public trust page. This positions the human sign-off step as a formal change-approval control point, which the vendor explicitly targets at SOC 2 audit requirements. The machine sorts; it doesn’t accept. That distinction is load-bearing for compliance.

PlanWright fits engineering teams already running Claude Code, Cursor, or Codex agents at a pace where the acceptance queue is the ceiling — specifically teams that need an auditable paper trail for AI-generated changes. It is cloud-only with no self-hosted option, which is the first hard stop for organizations with data-residency mandates or policies requiring audit logs to remain on-premises. The product is paid-only, with no free tier described on the vendor page.