GitHub-App-First Governance
Otta installs as a native GitHub App. Merge-blocking checks, required visual evidence, and manual promotion gates are enforced at the repository level—meaning agents cannot self-approve or bypass rules.
The self-learning AI software factory.
Otta turns vibe coding into a self-learning software factory — moving each idea through adaptive quality gates from raw concept to production-ready software, learning from every failure so future builds get better.
Adaptive Quality Gates: Instead of treating AI coding as a one-shot prompt, ideas move through structured gates—product clarity, implementation, tests, review, deployment, verification, and real-world feedback.
Self-Learning Flywheel: Each gate checks, measures, and improves the work. When something breaks, Otta learns from that failure and automatically adapts the gate, preventing the same class of problem from happening again.
Stateful Task Sessions: Run dozens of features in parallel without chaos. Every task gets its own isolated memory and context ledger, preventing agents from getting confused, drifting from guidelines, or undoing each other's work.
Otta Factory — Gate Loop v1.1
LIVE
// Initializing live controller feed...
FACTORY GATE LEDGER 100% DEFECT-FREE SHIP
// CORE ARCHITECTURE & LAYERS
01
01 / Rules Layer Global "standing orders"
Enforce team-wide architectural constraints, strict typechecks, and test-first TDD. Prompts drift, rules don't.
02
02 / Orchestration Layer Multi-agent coordination
Breaks high-level spec goals into subtasks and delegates them to specialized, parallel executors (Claude Code, Codex, or custom subagents).
03
03 / Memory Layer Short & Persistent memory
Git-canonical project brain and cross-agent recall bus so agents never forget context or repeat dead-end mistakes.
04
04 / Execution & MCP Secure Gateway
Provides limited, role-based tool access (terminals, filesystems, web-search via MCP) to prevent destructive unvalidated runs.
Otta Observability metrics (SaaS delivery record — last 90 days)
457
merged PRs
last 90 days
440
production deploys
GitHub deployments
7 min
median PR cycle
open → merged
2.8 min
median CI loop
feedback speed
210
semver releases
auto-tagged
6 / 3
blockers caught
on 3 CI-green PRs
From raw concept to production software — with adaptive gates.
Otta turns vibe coding into a self-learning software factory. Instead of treating AI coding as a one-shot prompt, Otta gives every idea a structured production journey through adaptive quality gates — product clarity, implementation, tests, review, deployment, verification, and real-world feedback. Each gate checks, measures, and improves the work. When something breaks, fails, or produces poor results, Otta learns from that failure, adapts the gate, and prevents the same class of problem from happening again.
The pipeline
Intent in. Verified release out.
Six stages, each with a gate that can’t be skipped. Most tools show you an agent that writes code — this shows you what fires at every step to make sure that code is correct.
- 01
Idea & Session
An idea becomes a persistent session with memory.
Say what you want. Every raw idea is initialized as a dedicated session with its own memory. Teams can pause, resume, and move many sessions forward in parallel without context decay.
No context is lost; your ideas compile into structured session streams. - 02
Autonomous Build
AI executors build across isolated slots.
Specialized agents (such as Claude Code or Codex) spin up in their own git worktrees, executing tasks on autopilot without manual ticket-grooming.
Parallel dev speed with zero risk of branch collisions. - 03
Govern & Gate
GitHub-App-first merge-blocking verification.
Otta's native GitHub App enforces rigorous quality gates before a single line of code is integrated. Strict test-driven TDD, typechecks, and visual screenshot checks must pass.
Hard quality gates — never polite suggestions in a prompt. - 04
Measure & Telemetry
Continuous cycle-time and cost tracking.
Otta Pulse logs exact token/API expenses, cycle times, and review depth for every agent run, compiling live DORA metrics for execution visibility.
Full budget accountability and quantitative performance ledger. - 05
Self-Learn & Flywheel
Lessons compile back into preflight rules.
The system analyzes defects and failed runs, committing gotchas back into a git-canonical brain. Past errors automatically graduate into preflight guards so you never repeat a mistake.
The platform gets cleaner, faster, and cheaper the longer it works.
Why it’s different
Autonomy you can actually trust.
Persistent Session Memory
Most agents start from scratch every run. Otta gives every idea a persistent session with memory, allowing teams to collaborate across parallel streams without repeating mistakes or losing context.
Actionable Measurement
Get real-time DORA metrics, PR cycle times, code quality trends, and exact token/API expense tracking. View exactly how much value your agent fleet is shipping and where they get blocked.
The Self-Learning Flywheel
Otta closes the loop between execution and intelligence. Hard-won code retro summaries and fixed bugs compile back into git-canonical brain rules, making future runs faster and cheaper.
Vibe Coding, Production Quality
Keep the speed, lose the chaos. Otta turns scattered, speculative vibe-coding sessions into a structured, reliable path to production-ready software.
Data Sovereignty & Control
Self-host on your own infrastructure. Your code, secrets, and agent memories remain completely under your control—by default, on every tier.
Memory
Agents that remember your codebase — not just your last session.
Most coding agents start every task from a blank slate and re-make the same mistakes. Here, hard-won context is captured, versioned, and recalled — so the system gets sharper the longer it works on your code.
Session memory
Context-retentive workspace streams
Every new idea or task starts a persistent session with memory. Teams can pause, resume, and run dozens of tasks in parallel without context decay.
Git brain
Version-controlled wisdom ledger
Decisions, custom architecture guidelines, and bugfixes are stored directly in a private repository. High-signal, structured reference guidelines that agents never drift from.
Flywheel
Retro → preflight rule translation
Defects and failed runs are analyzed automatically. Hard-won retro lessons are translated directly into automated preflight checks, ensuring past mistakes are never repeated.
Head to head
A different bet than the big agent platforms.
Generic agent platforms optimize for raw autonomy at enterprise scale. Otta optimizes for provable quality, persistent memory, and data you control.
Otta
Generic agent platforms
Focus
Otta: Governance, measurement, and learning layer wrapping existing execution agents
Them: Raw autonomous coding agents focused purely on file-writing
Quality gates
Otta: GitHub-App-first merge-blocking TDD, visual screenshots, and health checks
Them: Static file checks and code compilation only
Memory
Otta: Persistent sessions with memory + git-canonical brain for continuous self-learning
Them: Temporary task-based history; no cross-session recall
Integration
Otta: GitHub App, MCP Server, and CLI that fit inside your existing dev setup (Claude Code, Codex)
Them: Siloed web UI or proprietary desktop workspaces that force workflow migration
Target audience
Otta: Teams, small teams, founders, and builders who need delivery discipline
Them: Enterprise teams focused on ticket-to-code volume rather than quality gates
Data control
Otta: Self-hostable on your own infra, every tier
Them: On-prem is an Enterprise-only, custom-quote feature
Comparison reflects publicly documented positioning and independent reviews of enterprise agent platforms; capabilities change over time.
Pricing Plans
Local-first by default. Hosted when you need it.
01
Free
Free
The local-first AI dev cockpit for individual builders and teams.
Get access- Native desktop app — fully local-first
- Bring your own CLI — Claude, Codex, Cursor, OpenCode
- Unlimited local background agents
- Personal DORA metrics — 30-day delivery history (own repos)
- PR cycle time + review depth — 7-day teaser
- Community support
02
Plus
$20 /mo
Your workflow follows you: synced memory, cloud runner, 90-day delivery insight — code never leaves your machine.
Get accessEverything in Free, and:
- Agent-native, multi-surface experience — Desktop / CLI / SDK
- One managed cloud runner — background jobs when your laptop is closed
- Memory + brain sync — cross-device, always fresh
- 90-day delivery metrics — DORA, PR cycle time, code quality trends
03
Pro
$100 /mo
Three dedicated cloud runners and full-year delivery analytics for power users and consultants.
Get accessEverything in Plus, and:
- Three dedicated managed cloud runners (24/7 availability)
- Full 1-year delivery history — DORA + PR review flow + code quality + Linear flow
- CI/CD deploy verification — automated health checks on every deploy
- SPACE / DevEx personal surveys — satisfaction, collaboration, flow tracking
- Early access to new features
04
Teams
Contact
For engineering leads who need delivery accountability across the whole team: shared memory, team DORA, Linear-flow dashboards, and enterprise controls.
Book a call- Multiple team members — up to 150 seats
- Custom usage limits
- Dedicated onboarding and support
- Team DORA rollups with industry benchmarks
- Linear flow metrics — cycle time per ticket, WIP, flow efficiency
- Business delivery dashboards — engineering impact mapped to OKRs
- Single Sign-On (SSO) integration
- SAML / SCIM provisioning
- Zero Data Retention (ZDR)
- Admin controls — model selection, autonomy level, access controls, deny lists
Get access to Otta
Be first to run agents that test-drive, visually verify, and gate every change before it merges. We're onboarding teams in waves — early access + founder pricing.
Ship like a senior engineering org — without the org.
Request early access, or book a walkthrough to see the gates, the memory layer, and the live delivery record in action.