Intent classification
Route goals to the correct suite and surface missing inputs.
AI Orchestration
Agentic execution with visible plans and accountable control.
QACkt turns user intent into typed plans, chooses only allowed skills, and records every transition, approval, model route, and artifact.
Policy-firstbefore every privileged action
Typedplans, commands, and outputs
Auditableevery state transition
Capabilities
A complete working system, not an isolated generator.
Plan construction
Compose agent, tool, validation, and approval steps.
Skill policy
Restrict model, tool, environment, and write permissions.
Checkpointing
Pause and safely resume state-changing workflows.
Failure recovery
Bound retries, classify failures, and preserve partial evidence.
Cost visibility
Track provider, model, tokens, latency, and cost by scope.
Operating flow
Every stage is visible and reviewable.
Inputs, decisions, evidence, findings, approvals, and artifacts remain available throughout the workflow.
Classify
Resolve intent and required context.
Plan
Create a typed, policy-aware workflow.
Dispatch
Send scoped commands through RabbitMQ.
Checkpoint
Pause for accountable decisions.
Observe
Track state, cost, latency, and artifacts.
Complete
Publish validated outputs with provenance.
How it fits
Connected to the wider quality lifecycle.
This capability works with shared project context, accountable decisions, and traceable evidence from source through outcome.
01User intent: Role- and project-scoped request.
02Planner: Typed steps and capability selection.
03Policy: Allow, deny, or approval required.
01User intent
Role- and project-scoped request.
02Planner
Typed steps and capability selection.
03Policy
Allow, deny, or approval required.
04RabbitMQ
Durable command and event delivery.
05State store
Recoverable workflow and artifact state.
Engineering outcomes
What this changes for delivery teams.
No hidden autonomous write actions
Recoverable long-running workflows
Consistent controls across every suite
Clear model and execution economics
Working session
Explore AI Orchestration with your own delivery context.
Bring one requirement set, workflow, or performance concern. We will map the governed path from source to executable evidence.