The lifecycle atlas
The 12 phases.
The Agentic Product Lifecycle Atlas is an independent reference for product, design, engineering, and platform operators adopting agentic AI, mapping 12 phases to skills, tools, evidence, and decision rules.
Product Operator · Tool adoption
Discovery & Evidence
the work of turning raw ideas and customer signals into evidence and disconfirming tests, where humans validate demand AI cannot.
Product Operator · Tool adoption
Strategy & Scope
the work of choosing what to build and what to exclude, where taste, timing, and customer insight sit outside the model.
Design Operator · Workflow adoption
Prototype & Design
the work of learning through interactive prototypes, where critique, accessibility, user evidence, and production readiness still need human judgement.
Architecture Operator · Workflow adoption
Spec & System Design
the work of translating decisions into executable intent for humans and agents, where constraints, ADRs, evals, and security boundaries are set deliberately.
Engineering Operator · Workflow adoption
Agentic Build
the work of accelerating engineering inside human-controlled development loops, where issue slicing, context, review, and supervision keep agents honest.
QA Operator · Evidence-backed
Code Testing
the work of proving deterministic code behaves correctly, where humans write behavioural assertions and review generated tests for real coverage.
Platform Operator · Evidence-backed
Agent Evals
the work of evaluating non-deterministic agent behaviour with scenarios and traces, where humans design judges, golden sets, and regression checks.
Engineering Operator · Evidence-backed
Review, Release & Provenance
the work of attaching evidence, approvals, and provenance before release, where humans triage risk, plan rollback, and refuse rubber-stamp review.
Context Operator · Evidence-backed
Knowledge & Context Layer
the work of maintaining the context agents rely on, where humans own freshness, permissions, citations, and retrieval quality across the lifecycle.
Platform Operator · Governed agentic
Agent Operations
the work of explaining production agent behaviour and detecting degradation, where humans interpret traces, attribute cost, and write the runbooks.
Product Operations · Evidence-backed
Post-Release Feedback
the work of reading post-release support signals for product and policy failures, where humans calibrate escalation and resist deflection metrics that hide issues.
Security Operator · Governed agentic
Agent Governance & Security
the work of defining what agents can do and under whose authority, where humans set threat models, least privilege, and audit trails at the tool boundary.