Product Vision
The One-Liner
"AI infrastructure that makes agent deployments 10x cheaper — as a service or in your infrastructure."
Crawbl gives each user powerful AI agents without forcing every team to build the backend, runtime, and operations stack from scratch.
Three-Layer Platform
One platform, three packaging options:
| Layer | What It Provides | Target Buyer | Key Value |
|---|---|---|---|
| PaaS | Managed agent deployments via API | Developers, startups | Zero-ops agent hosting with usage-based pricing |
| IaaS | Full Crawbl stack in customer infrastructure | Enterprises | Data residency, compliance, and full control |
| SaaS | Consumer app, web dashboard, CLI, API | Individual users, teams | Immediate access to AI agent capabilities |
All three layers share the same codebase, orchestrator, and runtime engine. The difference is who owns the infrastructure and how billing works.
Differentiation
| # | Advantage | Why It Matters |
|---|---|---|
| 1 | Radical cost efficiency | Agent Runtime is extremely lightweight with scale-to-zero. Orders of magnitude denser than Python or Node alternatives, meaning lower hosting bills for every customer. |
| 2 | Cross-vendor neutrality | Microsoft, Google, and Salesforce lock agents into their ecosystems. Crawbl connects any LLM, any app, any cloud. |
| 3 | Cloud-agnostic | Runs on any Kubernetes cluster. Enterprises deploy in their own infrastructure without platform changes. |
| 4 | Full-stack platform | Runtimes, databases, networking, secrets, LLM routing, adapters, and lifecycle management — one platform replaces a dozen decisions. |
| 5 | Runtime ecosystem | Not locked to a single runtime. Agent Runtime is primary; PicoClaw, NanoClaw, and OpenClaw are planned alternatives. |
| 6 | Persistent memory | Agents build durable, user-specific context over time. Preferences and history compound value with every interaction. |
| 7 | Swarm visibility | Agent coordination is visible through the swarm visualizer, not hidden behind a single answer box. |
| 8 | Export and portability | Users can export swarm configuration and memory. No hard lock-in. |
| 9 | Federation | Isolated swarms evolve into a network of cooperating swarms, unlocking cross-org workflows no single-vendor platform can offer. |
Lower costs attract volume (PaaS) and enterprise buyers (IaaS). Cross-vendor neutrality is defensible because incumbents are incentivized to favor their own ecosystems. Memory continuity increases switching costs organically.
User Workflows
First-Time User
Install to first swarm interaction in under a minute:
Install and sign in
Sign in with email, Google, or Apple.
Create the first swarm
Tap "Create my AI team" — runtime provisions in about 3-5 seconds.
Land in the dashboard
Immediate first swarm message, ready to use.
Start using it
Chat or choose a template action.
Daily Use
- Morning summary — Push notification with overnight activity and the day ahead
- Dashboard review — Timeline, schedule, spending, and agent activity at a glance
- Chat with swarm — Natural language for questions, tasks, and coordination
- Multi-modal input — Voice, camera, or quick-action buttons
- Proactive suggestions — Pattern detection surfaces actions before you ask
The swarm gets smarter over time. Week one is reactive. Week four is proactive.
Connected Apps
Connect the app
Link Gmail, Calendar, Asana, or another supported app through OAuth.
Read access starts automatically
After consent, read capabilities run immediately.
Writes require approval
Write actions need explicit user approval.
Automation comes later
Future phases add policy-based trusted automation with configurable limits.
Power User — Swarm Coordination
- Open the Swarm Visualizer to see agents working in real time
- Create multi-agent tasks (e.g., "Plan a weekend trip under $500")
- Watch agents coordinate across travel, finance, and calendar
- Approve the plan, and agents execute across connected apps
Future — Cross-Swarm Collaboration (Phase 4)
- Link another person's swarm or a marketplace agent
- Grant narrow, scoped permissions between specific agents
- Backend mediates every exchange with a full audit trail
- Revoke access instantly at any time
What Success Looks Like
An enterprise deploys Crawbl into their own infrastructure in a single afternoon, connects it to every tool their teams use, and has AI agents handling routine work within a week — at lower cost than building it themselves, with complete data sovereignty and no vendor lock-in.