Cflabs Cloud is the runtime where autonomous agents execute complete business workflows — monitoring inventory, coordinating vendors, running e-commerce and marketing operations — inside the permissions and approvals you define.
Chat interfaces put AI next to the work. Cflabs Cloud puts AI inside the work — executing multi-step operations across the systems a business already runs on.
Every agent has an objective, persistent context, approved tools, permissions and human-approval rules. Events and schedules wake it up; the runtime manages everything after.
Webhooks, system events, schedules, human messages — anything can wake an agent.
Objective, context and memory drive a reason → plan → act → verify cycle powered by Claude.
Scoped credentials per tool. Sensitive actions pause for a human — inline, in Slack or email.
Work completed across systems — with retries, rollback and a full audit trail behind it.
Agents carry living memory of vendors, SKUs, customers and past decisions — not a blank context window per request.
Every tool call runs through per-agent scopes and spend limits. Agents can't touch what they aren't granted.
Thresholds you set — refund under $50, ship it; over, a human approves in one tap from Slack.
Every reasoning step, tool call and outcome is traced, replayable and auditable. No black boxes.
Watches stock levels and sales velocity across channels, forecasts stockouts and raises purchase orders before shelves go empty.
Chases confirmations, negotiates lead times over email, escalates exceptions and keeps every PO moving toward delivery.
Manages listings, pricing and promotions; catches fulfillment exceptions and listing suppression before they cost sales.
Launches campaigns, rotates creative tests, reallocates budget toward what converts and reports ROAS — around the clock.
Triages inbound requests, resolves what's in policy, escalates what isn't, and follows up until the loop is closed.
Foundation models are becoming a commodity. The durable layer is the runtime between them and business software — state, tools, retries, permissions, observability.
Anthropic's models plan, judge and decide inside every agent loop.
State & memory · tool execution · permission scopes · approval routing · retries & rollback · traces & audit
Storefronts, CRMs, ad platforms, ERPs, inboxes — where work actually lands.
Raise purchase order PO-4821 — 1,200 units of SKU-8472 to Acme Supply Co.
Each agent holds only the API scopes it needs. A marketing agent can never touch payroll.
Hard ceilings on dollars, calls and actions per window — enforced by the runtime, not the prompt.
Humans approve sensitive actions from Slack, email or dashboard — with full context attached.
Every decision links the event, the reasoning, the tool calls and the outcome. Auditable end to end.
Models will keep improving and commoditizing. What stays valuable is the layer that turns reasoning into reliable work — durable state, governed tools, observable outcomes. That layer is Cflabs Cloud.
We're onboarding a small group of companies to run real workflows on Cflabs Cloud. Tell us where your operations hurt — we'll show you an agent that fixes it.