AI development infrastructure

The infrastructure for evolving AI.

Version, experiment, compare, and roll back the systems that power your AI.

Built for agents, models, prompts, experiments and everything around them.

Join the waitlistSee how it works

Why AISpec

AI systems evolve. Your history should too.

AI systems constantly change. Prompts change. Models change. Providers change. Configurations change. Results change.

AISpec keeps those changes connected so teams can understand what happened, reproduce successful states, compare experiments and return to versions that worked.

Version

Track meaningful changes across AI systems.

Experiment

Test different prompts, models and providers safely.

Compare

Understand quality, performance and cost across versions.

Rollback

Return to a known-good state when an experiment goes wrong.

Human-First

AI is a tool. Humans remain the authors of the work.

AISpec keeps attribution, provenance and traceability visible across the workflow. It shows what AI generated and who shaped the result before it became final.

Relationship

Human
AI Tool
Result

AISpec doesn't just tell you what AI generated. It tells you who shaped the work.

Human contribution

Who contributed, their role and what they directed, edited, reviewed or approved.

AI contribution

Which model, prompt and step generated or transformed the output.

Provenance

Where the asset came from, how it changed and which version led to the result.

Approvals

Who reviewed or approved the result and when the decision was made.

Creative Director

Human contributor

Directed the generation and selected the final result.

Image Model

AI contribution

Generated the initial visual variations.

Editor

Human contributor

Retouched and approved the final version.

Human direction remains visible even when AI contributes to the outcome.

The pipeline

One continuous path from idea to known-good state.

  1. 01

    Project

    The system of record for an AI product or agent.

    namespace
  2. 02

    Version

    A captured snapshot of prompts, config and dependencies.

    immutable state
  3. 03

    Experiment

    An isolated variation you can evaluate without risk.

    branch
  4. 04

    Model / Provider

    The model and provider bound to this version.

    runtime
  5. 05

    Result + Cost

    Quality, latency and spend recorded for every run.

    evaluation
  6. 06

    Merge / Rollback

    Promote what works or return to a known-good state.

    resolution
Coming next

AISpec Cloud

The collaborative layer for AI development.

A hosted home for your projects and their full history — so teams can experiment together, compare versions and roll back with confidence.

Cloud is coming
Cloud-based projects
Persistent history
Shared experiments
Sandboxed execution
Collaboration
Version comparison
Rollbacks
Cost and performance tracking
Later

AISpec Enterprise

Infrastructure for teams building serious AI systems.

Private infrastructure
Advanced security
Access control
Audit history
Dedicated environments
Custom integrations

Dedicated environments and enterprise support for organizations running AI in production.

Talk to us

Roadmap

Where AISpec is heading.

  1. Now

    AISpec Development System

    Version, experiment, compare and roll back locally.

  2. Next

    AISpec Cloud

    The collaborative, hosted layer for teams.

  3. Later

    AISpec Enterprise

    Private infrastructure, security and dedicated support.

  4. Future

    AISpec Language

    A vision for how AI systems will be described.

    Vision

AISpec Language

A language designed specifically for building and evolving AI systems. This is a long-term direction we're exploring — not an available feature today.

Be there when AISpec goes live.

We're building the infrastructure we wish existed for AI development. Join the waitlist and follow the evolution.

No spam. Just meaningful updates.