Stop babysitting your AI

Prompts drift.
Specs ship.

You finally got the auth system working. Then you asked for a small tweak. The AI rewrote your database schema, renamed half your routes, and somehow broke pagination. Specs lock in what works so AI can't quietly rewrite your decisions.

Works with Cursor, Claude Code, Codex, and any AI coder that can read files.

The AI coding cliff

Every AI coding project follows the same pattern. It starts fast, then falls apart.

Week 1

Everything works

Auth, dashboard, API routes generated in hours. You feel unstoppable.

Week 2

Small tweaks cascade

A simple change to one component and the AI rewrites three files, breaks two others.

Week 4

You stop asking

Every prompt is a risk. You spend more time reviewing than coding. The AI became a liability.

The Spec4AI ecosystem

Three products, one mission: make AI coding predictable.

Live

Spec4AI Marketplace

app.spec4ai.com

Browse, buy, and publish ready-to-use spec kits for auth, payments, dashboards, and more. One purchase, yours forever. Security patches always free.

  • Search and discover spec kits by use case
  • Creator dashboard with instant payouts
  • Version pinning and automatic updates
  • Signed and verified downloads
Browse Specs
Live

Spec4AI Studio

studio.spec4ai.com

Visual spec editor with a built-in AI agent. Write specs, generate code, and verify output in one workspace. Local-first and permission-controlled.

  • Visual spec builder with live preview
  • Built-in AI agent for code generation
  • Permission cards for full transparency
  • Deploy, test, and rollback lifecycle
Explore Studio
Coming Soon

SAI Generator

sai.spec4ai.com

Autonomous coding engine. Give it a spec and it builds the entire system — writes tests first, generates code, runs security scans, and delivers production-ready output.

  • Multi-agent orchestration with TDD enforcement
  • Security scanning on every change (Semgrep + Trivy)
  • Team governance with role-based consensus
  • Self-updating specs after system is built
Learn More

Before and after specs

Without specs

  • AI rewrites working code on every prompt
  • Context lost between sessions
  • No way to verify output quality
  • Architectural decisions forgotten
  • Each developer starts from zero

With specs

  • AI reads boundaries before touching code
  • Context locked into versioned files
  • Proof step verifies every change
  • Decision log preserves architecture
  • Specs are reusable and shareable

A Spec Kit gives AI a stable base

Four concepts that change everything about AI-assisted development.

Success criteria

What "done" means

A short list of behaviors your feature must satisfy. If it passes, ship it. If it fails, keep working.

Product boundaries

What not to touch

Existing files, routes, and schemas the AI must leave alone. No silent rewrites.

Proof step

How to verify

Build, typecheck, run tests. If the proof step fails, the spec isn't met. Objective, repeatable.

Decision log

Why it was built this way

Architectural choices documented in the spec. AI reads them before making changes.

How the marketplace works

1

Browse

Find spec kits for auth, payments, dashboards, APIs, and more. Filter by framework, language, or use case.

2

Purchase

One-time purchase. No subscription. You own the spec forever. Cryptographically signed proof of ownership.

3

Apply

Drop the spec into your project. Your AI reads the boundaries, success criteria, and proof steps before writing code.

4

Ship

AI stays inside the lines. Proof step passes. You ship with confidence. Reuse the spec on your next project.

Built for your stack

Specs work alongside your existing tools. No vendor lock-in.

AI Tools

Cursor, Claude Code, GitHub Copilot, Codex, Windsurf, Aider

Languages

TypeScript, Python, Go, Rust, Java, Ruby, PHP, C#

Frameworks

Next.js, React, Django, Rails, Express, FastAPI, Spring

Infrastructure

Works with any repo. Git versioned. CI/CD compatible. Local-first.

Ready to ship with confidence?

Browse the marketplace, try Studio, or start building your own specs.