Forward integrated (AI) native engineering

One AI-native process doesn't fit every initiative

A four-week prototype, a greenfield MVP and a 15-year-old billing system need different amounts of agent autonomy. Forward Integrated (AI) Native Engineering (FINE) sets the right level for each one.

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Change approved by engineer

FINE · Autonomy Map

4 Initiatives assessed

Initiative

LEVEL

Billing platform

Brownfield · regulated

L1 · Human-gated

Customer mobile app

Scaling product

L2 · Plan-approved

New pricing MVP

Greenfield

L3 · Spec-anchored

Internal admin tools

Low risk · internal

L4 · Agent-driven

READINESS CEILING

L2 today · L3 next quarter

Start with 30 minutes. Leave with a direction.

One working session gives you a directional view of your automation surface. Share more, and the blueprint gets more complete.

Talk to us See our work

One AI-native process doesn't fit every initiative

Start with 30 minutes. Leave with a direction.

SOC 2 Type II compliant