Build, Ship & Iterate Faster
The complete agent engineering platform. From ingesting context to generating code — every stage of software development, automated.
Better context = better code. Fabric manages the Context Tax so your agents produce precise, production-ready output — not generic boilerplate.
0 tokens • 0/4 sources
10x
Faster Development
50+
Specialized Agents
100+
MCP Integrations
0
Context Switches
The Context Tax
Every handoff between people, tools, and documents leaks context. That leaked context compounds into rework, drift, and invisible risk: a tax your team pays on every feature.
Stale artifacts after every meeting
A decision changes in standup; the PRD, stories, and test plan are already wrong. Teams burn hours patching docs nobody trusts.
Specs and code diverge silently
Requirements say one thing, code does another. Nobody notices until QA (or production) surfaces the gap.
Senior engineers become translators
Your most expensive talent spends half their week converting meeting notes into tickets and keeping wikis current.
Decisions vanish into chat threads
Critical context lives in Slack messages and meeting recordings nobody re-watches. New team members start from zero.
AI suggestions without project context
Generic copilots generate plausible-looking code that ignores your architecture decisions and domain conventions.
Tool-switching kills flow state
Context scatters across Figma, Linear, Notion, Slack, and GitHub. Developers rebuild mental models dozens of times a day.
From Context to Delivery
Fabric ingests every signal your team generates, maintains a living project model, and pushes consistent artifacts to the tools you already use.
Persistent project context. Agentic orchestration. MCP-connected tools. Decision traceability.
Not a chatbot. A delivery platform.
AI copilots help individuals write faster. Fabric helps teams ship faster. Here’s the difference.
| Dimension | AI Copilots | Fabric |
|---|---|---|
| Context | Starts fresh every prompt | Persistent project memory across all tools |
| Scope | One file, one task | End-to-end delivery chain |
| Architecture | Single-turn prompt/response | Multi-agent, event-driven orchestration |
| Integrations | Editor plugins | MCP servers: Jira, Slack, GitHub, Teams + |
| Output | Text you paste somewhere | Connected artifacts with decision traceability |
| Changes | Regenerate and diff manually | Computed diffs with decision lineage |
| Approvals | Review everything from scratch | Review what changed and why |
| Team benefit | Individual productivity | Team velocity, predictability, and trust |
Everything You Need, From Context to Code
Ingest project knowledge, generate structured artifacts, and ship with AI agents that truly understand your codebase.—built for teams that move fast and ship quality.
Agent Templates
Pre-built agents for business workflows
Sales Automation
CRM updates & follow-ups
Meeting Assistant
Notes & action items
Report Generator
Weekly analytics reports
Visual Kanban
Track tasks across your team
User research
Design system
API integration
Auth setup
Integrations
Connect your favorite tools
Task Delegation
Agents that coordinate & ship
Knowledge Base
AI powered by your data
Company Wiki
Notion
95%
match
Product Docs
Confluence
88%
match
Slack History
Slack
72%
match
Durable Workflows
Temporal-powered automation
Daily Standup Summary
09:00 AM
PR Review Notification
Just now
Weekly Report
Fri 5PM
Report Templates
Auto-generate team reports
Dynamic Agentic Platform
Fabric isn’t a chatbot that waits for prompts. It’s an agentic system — autonomous AI agents that observe project signals, reason about context, and take coordinated action across your delivery pipeline.
Context Agent
Continuously ingests and indexes signals from connected tools (meetings, commits, tickets, messages) to build a living project knowledge graph.
Reasoning Agent
Interprets changes against project history, standards, and decisions. Understands intent, detects conflicts, and determines what downstream artifacts need updating.
Action Agent
Generates and updates artifacts (PRDs, stories, code, release notes) with full traceability back to the triggering decision. Proposes diffs, not rewrites.
Review Agent
Surfaces clear diffs with decision lineage for human review. Highlights what changed, why, and what it impacts, so approvals are fast and informed.
See what changed. Know why.
Every output includes a clear diff and a decision trail. Approvals go from “re-read everything” to “I see exactly what changed.”
Decision Lineage
Every artifact links back to the conversation, meeting, or decision that created it. Reviewers can trace any change to its origin in seconds.
Artifact Diffs
When context changes, Fabric updates every affected artifact and shows exactly what moved. No more guessing which stories were added or which acceptance criteria shifted.
Join 2,000+ Teams Shipping Faster
From startups to enterprises, teams are automating their SDLC and focusing on what matters—building great software.
AI Tasks Completed
Workflows, PRDs, and code reviews processed
PRs Generated
Production-ready pull requests created by agents
Lines of Code
Written, reviewed, and deployed by AI agents
Time Saved
On documentation and repetitive tasks
What Engineering Leaders Are Saying
"Fabric transformed how we ship software. Our PRD-to-production time went from 2 weeks to 2 days."
Jerry N.
VP of Engineering
"The coding agents are incredible. They understand our codebase and follow our patterns perfectly. It's like having senior devs on demand."
John K.
Staff Engineer
"Our documentation is finally up to date. The AI generates specs that developers actually want to read. Game changer for product teams."
Steve M.
Director of Product
Trusted by teams at
Your Tools, One Context
Fabric connects to your existing stack through MCP (Model Context Protocol) servers — a standardized interface that lets AI agents securely read from and write to the tools your team already uses.
Project Management
Sync epics, stories, sprints, and status bidirectionally
Import issues and project structures in real time
Connect boards, backlogs, and work items
Communication
Capture decisions from channels and threads automatically
Ingest meeting notes, chat context, and action items
Extract requirements and feedback from stakeholder threads
Development
Monitor PRs, commits, code reviews, and branch context
Bidirectional sync with merge requests and pipelines
Connect repositories and pull request workflows
Documentation
Read and update specs, RFCs, and design documents
Sync project wikis, meeting notes, and knowledge bases
Import and reference shared documents and sheets
MCP — Model Context Protocol
MCP is an open standard that gives AI models a consistent way to interact with external tools and data sources. Instead of building one-off integrations, Fabric uses MCP servers to connect securely to your stack, so adding a new tool is configuration, not code.
Pricing
Choose the plan that works best for you.
Individual
- Bring Your Own AI Key (BYOK)
- Advanced models (GPT-4, Claude, Gemini, Mistral & more)
- Custom AI agents that can execute actions
- Connections (GitHub, Google Drive, Notion, Slack…)
- Unlimited AI chats & agent tasks
- Privacy & data security (SOC2, Zero Data Retention)
- AI-powered Kanban boards & workflows
- Knowledge base & document RAG
- MCP server integrations
- Priority email support
Enterprise
- Everything in Individual, plus:
- Advanced security and controls
- Larger storage and file size limits
- Single Sign-On (SSO) (Okta, Entra ID, Jumpcloud)
- Custom pricing on API & programmatic usage
- Flexible payment options (SEPA, Credit Card)
- Priority support & dedicated account management
- Priority access to new features
- US / EU data hosting
- User provisioning (SCIM)
- Audit logs & compliance reporting
Frequently Asked Questions
Everything you need to know about getting started with Fabric
The AI Orchestrator is a central coordinator that intelligently delegates tasks to specialized agents. It can plan complex workflows, execute code, browse the web, and coordinate multiple agents—all with human-in-the-loop approvals when needed.
Workflows are built on Temporal, an open-source durable execution platform. This means your workflows automatically retry on failures, survive server restarts and deployments, and never lose progress—even for long-running tasks.
MCP (Model Context Protocol) is an open standard for connecting AI to external tools. Fabric supports MCP servers like GitHub, Linear, Slack, and Firecrawl—and you can connect your own custom servers to extend the platform's capabilities.
Build a library of battle-tested prompts, organize with tags and categories, and use our AI-powered enhancer to improve clarity and effectiveness. Export to XML, Markdown, or JSON and share across your team.
Yes! Use the A2A (Agent-to-Agent) protocol to register custom agents that integrate with the orchestrator. Your agents can be shared at the user or organization level and participate in orchestrated workflows.
Fabric includes 9+ system agents: Document Generator, CUGA Generalist (browser automation + code execution), Task Planner, Story Breakdown, Prompt Enhancer, Code Executor, API Agent, and MCP Tool Executor.
Absolutely. Your data is encrypted, isolated per organization, and never used to train AI models. You can use your own AI API keys (BYOK) for complete control over data processing.
All critical workflows support human-in-the-loop approvals. The orchestrator can pause for confirmation before executing sensitive actions. Review generated content before it's finalized—you're always in control.
Still have questions?
Can't find the answer you're looking for? Our team is here to help.
Contact our team→Ready to Transform How You Build Software?
Join thousands of developers who are shipping 10x faster with AI-powered automation. Everything you need to go from idea to production.