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Verified public snapshot · 12 July 2026 · anonymized production evidence, release manifest and known gaps.

Evidence
Swarm Dashboard
Try Demo
This Brand Scale
8 figures
consumer / retail · anonymized
Topology
7 + 1
7 runtimes · 1 command center
Connector Tests
15 green
dated smoke-test inventory
Action Ledger
42K+
verified execution receipts
Operating system proof Production lineage: built from a real 8-figure company before it became a public kit
Context ingestion

Approved chat, meeting notes, mailboxes, documents and source systems are normalized into one company Brain with explicit coverage.

context → brain
Bounded execution

Agents do work only through declared tools, authority gates, source checks and audit receipts.

brain → action
Business control plane

Customer service, finance, retail, marketing, merchandising and HR run from the same operating memory.

agents → workflows
Outcome ledger

The useful unit is not a chat response. It is a closed task with evidence, owner, value and stop condition.

work → receipt
Agent Swarm ● Canonical Topology
🧠 Strategy Agent
Strategy & Orchestration · Central Hub
EU host
💬 Customer Service
Customer Service · the helpdesk + WhatsApp
Secondary host
📊 Finance
Finance · GSheets + the accounting system + Revolut
Secondary host
🏪 Retail
Retail & Physical · TC Analytics + POS
Secondary host
📣 Digital Marketing
Digital Marketing · GA4 + Klaviyo + Meta Ads
Secondary host
🧶 Merchandising
Merchandising & Wholesale · the POS/inventory system + Shopify
Secondary host
👥 HR & People
HR & People Ops · Notion + the accounting system + the expense platform
Secondary host
⌨️ Command Center
Founder Command Center · 97 MCP Tools
Founder workstation
Infrastructure
Brain Documents4,842
Embedding Backlog0 pending
Skills Available / Canonical373 / 47
MCP Tools97
Authenticationenforce
Pattern Library21
Evaluated Canonical Skills45
Broad Autonomycontrolled pilot
Monthly Cost€631
Anonymized Event Examples release snapshot · not real-time
Verified Controls
Due-Diligence Scorecard
Brain maturity6.8 / 10
Retrieval quality9 / 10
Structural hygiene9 / 10
On-demand execution6 / 10
Broad autonomous execution2 / 10
Current gate10 runs · ≥80% closure
ROI Breakdown (€123K value / €7.6K cost = 16:1)
CS Agent: 20h/week saved€21.8K/yr
Founder: 10h/week freed€20.8K/yr
Finance: 8h/week automated€8.7K/yr
Merch: 6h/week analysis€6.6K/yr
Retail: 5h/week reports€5.5K/yr
Marketing: 5h/week ops€5.5K/yr
Strategy: 5h/week synthesis€5.5K/yr
HR: 3h/week admin€3.3K/yr
Human layer: 45h/week reclaimed by the team€45.4K/yr