Business Operations Manager
A multi-agent team that runs a business function 24/7.
Specialist agents for HR, sales ops, support, finance ops. A routing agent at the front door. Audit + approvals on anything that touches money or external parties.
What you get
4 pillarsRouting + specialist agents
One entry agent classifies the request and hands off to a specialist — never to a dead-end FAQ.
Approval gates
Money, contracts, external sends pause for a human OK with the full context attached. Approvals work from Slack, WhatsApp, or web.
Audit log per action
Every agent action writes to a tamper-evident log: who asked, what tool fired, what changed, with the prompt and tool inputs preserved.
SLA + escalation
Response-time targets per channel, with automatic escalation to a human when an agent gets stuck.
Tools we reach for
Not exhaustiveMore in AI Systems Building
Core overview →Personal AI Assistance
A principal-grade assistant across every channel you use.
AI Software Developer
Agent harnesses that write, review, and ship code.
RAG + Knowledge Systems
Retrieval-augmented chat over a real corpus, with citations.
Messaging Agents
WhatsApp, Telegram, Discord, Slack, iMessage, and web-chat bots.
Agent Orchestration Platform
A fleet of specialised agents, one bridge across your messaging apps.
Real-Time Voice Agents
Live phone and browser-voice agents with streaming and barge-in.
Custom AI Workflows
Document understanding, autonomous loops, extraction, intelligence.
AI Evals + Observability
Test, trace, and keep agents honest in production.
Frequently asked
5 questionsWhat is a multi-agent business operations system?
A small team of specialized agents — e.g., sales triage, support, finance ops, HR — coordinated by a router. Each agent has its own scope, tools, and memory; the router decides who handles what and when to escalate to a human.
Which teams benefit most from agent-based operations?
Sales ops, customer support, HR, and finance ops see the fastest wins — they have repeatable workflows, structured data, and clear handoffs. Anywhere a person spends most of the day inside the same 3–4 SaaS tabs is a strong fit.
How is this different from chatbots or low-code automation?
Chatbots answer; agents act. Low-code automation runs fixed flows; agents read context, choose tools, and adapt within bounded permissions. The line: when "if-this-then-that" stops covering the cases, you need an agent.
Does it integrate with Slack, Linear, HubSpot, Notion, etc.?
Yes — any system with an API or MCP server. The agent platform sits behind an OpenAI-compatible gateway with tool-call routing, so adding a new integration is a config + a small adapter, not a rebuild.
How long to deploy a working agent team?
A 2-agent slice (e.g., support + ops) typically lands in 4–6 weeks. Larger teams with custom approvals, dashboards, and audit logs run 8–12 weeks for v1, then iterate.
Sounds like the bucket you’re in?
Tell me what you’re trying to build. I’ll send a written proposal within 48 hours of our discovery call.