Agentic SDLC planning companion

Turn-by-turn guidance for agentic engineering.

Harness Matters is the planning, governance and operations companion for enterprises moving from traditional SDLC to agentic engineering — without losing the institutional knowledge that took decades to build.

PLANSPECORCHESTRATEEXECUTEOPERATEMODERNIZEGOVERNOBSERVE
What it does

One companion for the entire agentic SDLC.

From spec to operate, Harness Matters plans, governs and remembers — so your harnesses can focus on execution.

01

Transform your engineering org

Onboard existing teams into agentic engineering with role-based workspaces for knowledge workers, domain experts and agent orchestrators.

02

AI capital planning & analysis

Allocate, monitor and reconcile AI budgets across business units. Token burn-down, model spend and ROI in one ledger.

03

Run on any harness

Cursor, Claude Code, Lovable, Devin, internal harnesses — Harness Matters orchestrates execution across the runtime that fits the job.

04

Service maps as blueprints

Reusable service maps codify your architecture so harnesses execute against a shared, governed model of the estate.

05

Enterprise SDLC memory

Every decision, spec and turn is captured as an enterprise asset. Knowledge stays with the company, not with the people who leave.

06

Spec-driven IDE

A rich IDE for spec-driven development where domain experts, knowledge workers and orchestrators co-author intent with agents.

07

Operate with agents

A dedicated Operate surface with built-in agentic support for anomaly detection, incident resolution and inline source updates.

08

Modernize legacy & data

First-class workflows for legacy modernization and data platform migration, operating directly against Git-based source connectivity.

Architecture

A planning core. Any harness on the edge.

Plans, specs and service maps live in the platform. Execution is dispatched to whichever harness fits the workload — and the entire context flows back as enterprise memory.

Knowledge WorkersDOMAIN EXPERTSAgent OrchestratorsSPEC AUTHORSOperatorsINCIDENT & OPSHARNESS MATTERS PLATFORMSovereign Planning LLMFREE, ON-PREMSpec & IDESPEC-DRIVEN DEVAI Capital LedgerBUDGET & BURNService MapsREUSABLE BLUEPRINTSEstate & Project GraphMULTI-GEO, MULTI-BUMCP Context ExchangeCROSS-UNIT MEMORYOperate AgentsANOMALY · RESOLVE · PATCHEnterprise SDLC MemoryKNOWLEDGE STAYSEXECUTION HARNESSES · BYO MODELSCursorClaude CodeLovableDevinInternal HarnessGIT-NATIVE SOURCE CONNECTIVITY
THE HIGHLIGHT

Planning shouldn’t cost money.

Harness Matters plans with a sovereign planning LLM — inexpensive to run, fully ownable, and unlimited by default. You think, refine and govern without watching a meter.

Execution is then optimized to the right harness and the right model for the job — so spend lands where it produces code, not conversations.

Plan: free, sovereignExecute: optimized
Licensing

Pricing that matches how you adopt agents.

Individual

Free

Planning is free, forever.

  • Sovereign planning LLM — unlimited
  • Single workspace, one user
  • Bring your own harness keys
  • Local Git source connectivity

Teams

POPULAR
$49/seat / month

Plan, execute and govern together.

  • Everything in Individual
  • Shared service maps & specs
  • Team AI budget allocation
  • Multi-harness orchestration
  • Operate surface with agents

Enterprise

Custom

For multi-geo, multi-BU estates.

  • Global, geo & BU governance
  • MCP-based cross-unit context
  • Sovereign / on-prem planning
  • SSO, audit, residency controls
  • Legacy & data modernization packs

Step into your first agentic plan.

Open the platform — planning is free, and you can connect a harness when you’re ready.