AI Spec-Driven Contract Development

From person-month development to AI-agent development

Every time you look for a development vendor, the same frustrations return: quotes are high, deadlines slip, and specifications get lost in translation. That is not a staffing problem — it is the structure of person-month development.

FeelFlow's contract development is delegation, not coaching. AI agents built on AI Spec-Driven Development handle everything from requirements to implementation, review, testing, and operations. Your team is involved at just three points: shaping requirements, confirming the plan, and accepting the working product.

Implementation is 3x faster or more — and we publish the measured report behind that claim: 340,000 lines of code shipped in 18 days.

  • AI agents handle development end to end, from requirements to operations
  • 3x+ implementation speed — measured report published (18 days, 340k lines)
  • AI code review on every pull request
  • Your involvement: requirements, plan check, acceptance — three points only
  • The specification is the source of truth; quality survives team changes
  • AI agents continue operations and maintenance after delivery

The same frustrations, every vendor?

01

Quotes balloon with headcount × months

Traditional contract development is priced by securing people and multiplying their hours by a rate. The more people involved, the more meetings and handoffs — and all of that overhead lands in your quote.

You may be paying for waiting time, not code

02

Deadlines always slip

When designers and implementers are different people, every change request means rescheduling humans: new meetings, availability gaps, priority negotiations. Most delays come from this structure, not from laziness.

Delays come from the structure, not the people

03

Specifications degrade like a game of telephone

What sales heard becomes a PM's slide, then an engineer's design doc, then code. Each handoff shaves off intent. 'This isn't what we asked for' is the natural end state of that pipeline.

Products break down between 'we said' and 'we never heard'

04

Maintenance locks you in

Documentation drifts from the implementation until the real spec lives only in one vendor's memory — so no one else can take over, and price increases are hard to refuse. A specification kept in sync with the code removes the lock-in at its root.

With a living specification, lock-in has nothing to hold on to

From people attached to every phase, to AI agents

Traditional contract development staffs every phase and bills for the hours. With AI Spec-Driven Development, AI agents do the work and people stand at just three decision gates.

Traditional contract developmentPeople attached to every phase
Requirements
Design
Implementation
Testing
Acceptance

Effort = headcount × time. Meetings, handoffs, and waiting time all end up in the quote.

AI Spec-Driven DevelopmentPeople decide; AI agents do the work
Shape requirementsConfirm the planAccept
Spec
Build
Review
Test
Fix

AI agents work in parallel

You engage at three gates only. Waiting time never becomes cost.

We only ask three things of you

No progress meetings to sit through, no spec walkthroughs, no test checklists. Your time goes only where a decision is needed.

01

Shape requirements

Work with AI to turn rough ideas into a requirements document — this part we do together.

02

Confirm the plan

Review what will be built, in what order, and by when.

03

Accept the product

Check the working product. That is all we ask of your time.

Meanwhile, AI agents drive developmentSpec → Build → Review → Test → Fix

If something doesn't match your expectations, just request changes — the AI handles the rework.

Traditional vs. FeelFlow

MetricTraditionalFeelFlow
Implementation speedScales with person-months3x+ (measured, report published)
SpecificationPerson-dependent, quickly staleSource of truth driving every phase
Code reviewHuman-only, reviewer-dependentAI on every PR, human at key decisions
Your workloadMeetings and checks at every phaseThree gates only
MaintenanceDepends on someone's memoryContinuously improved with specs + AI

The "3x+" claim is backed by a published measured report

18 days
Project duration
Nov 14 – Dec 1, 2025
340k
Lines of code
~19k lines per day
98%
PR merge rate
315 of 321 pull requests

We published the full record of a project where AI agents shipped 340,000 lines of code in 18 days. The measured multiplier is far higher, but results vary by project — so we state a conservative "3x+ implementation speed."

Read the measured report (Japanese)

Coaching to build it yourself, or delegation to have it built

FeelFlow offers the same AI Spec-Driven Development two ways: we install it into your team (coaching), or we use it to build for you (delegation — this page).

How do you want to build with AI?

“We want to build it ourselves”

We install AI Spec-Driven Development into your team so you can run on your own. You build; we run alongside.

This service

“We want it built for us”

Delegation

AI Spec-Driven Contract Development

FeelFlow's AI agents build and deliver — from requirements through implementation, testing, and operations. We build; you decide.

Ready to transform with AI?

Tell us what you are trying to change — from your first AI use case to organization-wide adoption — and we'll map out a practical next step together.