Three products. One substrate. Built so AI builds are reliable, replayable, and ready to ship — by construction, not by faith.
Three products that share a substrate — not a single tool. Pick the entry path that matches your problem.
Observability
LLM-pipeline forensics. Verdicts, retries as first-class groups, monotonic-progress trajectories, artifact-chain provenance. Not "tokens and latency" — what your pipeline actually did, and why.
Open demo buildUse case: a CSV→JSON build's GENER8 step keeps swapping bugs — fixes booleans, regresses ints. After 3 tries with no real progress, init8 aborts at $0.49 instead of looping to $1.50+. Open this trace →
Agentic Framework
BaseAgent + T0–T3 tiered validation + circuit breaker (monotonic + same-state) + validation contracts + capability DAG. Reliability primitives for teams building their own agentic systems.
Public SDK preview — coming Q4
AI Product Studio
Greenfield (idea → PRD → live product) and brownfield (import an existing repo, audit, enhance, renovate). Two co-equal entry paths. One stack underneath.
Hosted preview — coming Q3
Five doors into init8 — pick the one that matches what you want to do today. The substrate is the same; the entry path is yours.
Studio · Web
Describe an app idea in plain language. init8's pipeline drafts the PRD, picks a stack, generates the code, runs the tests, deploys. You watch every step in real time and approve at gates.
Get early accessStudio · Brownfield
Point init8 at an existing repository. It imports the codebase, runs an audit (architecture / security / quality), then enhances or renovates per your direction. No rewrite required.
Get early accessFramework · SDK
Scaffold a new agent with one command. The framework handles the boilerplate (BaseAgent, validation tiers, monotonic scorer, retries) — you write the run() body, prompts, and tests.
Get early accessimit8 · Forensics
Verdict-aware traces, retry trajectories, artifact provenance, per-step cost roll-up. Standalone or paired with the Studio. Open the demo to see exactly what an init8-built run looks like.
Open the live demoWeb · API
Submit builds, watch live SSE events, fetch trace + forensics — all over a versioned JSON-RPC + REST surface. Bearer-token auth, per-tenant rate limits, OpenAPI spec.
Get early accessFour guarantees baked into every build — the design philosophy behind the substrate, in language you can quote back to your stakeholders.
Every step, every prompt, every retry — captured + auditable. Open any past build months later, scrub through it like a recording, no re-spending tokens. Engineering review, post-mortem, and compliance audit all run from the same source of truth.
Pre-flight cost estimate before a build starts, mid-build budget checks, monotonic-progress retries. When attempts stop converging, init8 aborts — your tokens go where they compound, not where they spin.
Tiered validation T0–T3, sandboxed test runs, security scans, adversarial review, agent constitution checks — every build, every time. Shipping a feature that breaks an invariant is a build-time failure, not a Friday afternoon.
Bring your own LLM keys (OpenRouter / Anthropic / Groq / Gemini / OpenAI). Swap providers in YAML. Greenfield (new product) or brownfield (your existing repo) — same agents, two entry paths. No lock-in, no rewrite tax.
init8 is built for the audiences below. Each leads with a different value proposition — the substrate is the same.
init8 closes the engineering gap between AI demo and shipped product. It does not promise product-market fit. It does not promise that any specific product will succeed in market. The substrate is what gets you over the 70% wall — the remaining 30% (security, infra, maintainability, post-launch) is closed by construction, not by faith.
Hosted Studio + agent SDK + Web API are rolling out through 2026. Drop a line and we'll tell you when each surface opens.
Email hello@init8.ai