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AI Agent Agency 101
How to run an AI automation agency that delivers multi-agent work — pricing you can defend, fleets that stay isolated, and the stack (memory, observability, channels, plugins) that makes retainers real.
1. Sell outcomes, not 'we do AI'
An AI agent agency sells results that used to take human hours — meetings booked, tickets deflected, audits delivered, ops kept alive overnight.
Clients do not buy agents. They buy the outcome the agent protects when nobody is watching. Productize one offer for 90 days: fixed-price audit, always-on operator, or a vertical pack.
2. Price from their numbers
Annualize the status quo (volume × hours × fully loaded rate) before you quote. Many operators aim for a client story near ~10× year-one value versus the build — carefully, no guarantees.
Quit hourly once you have proof: it pays you to be slow. Maintenance retainers keep scoped behavior alive (API drift, model change, edge cases) — they are not free feature factories. Capture baseline metrics and re-measure at 30/60/90 days.
3. Many agents, one client
One mega-prompt is not an agency. Map roles — research, outreach, fulfill, support — and give each a hard boundary. Shared keys across clients are a liability, not a shortcut.
Prefer kernel-level isolation per seat. Templates and forks mean the second client is not greenfield. Start with the AI Automation Agency template or browse collections.
4. Memory that outlives the call
Chat history is not a system of record. Store facts, SOPs, artifacts, and preferences so agents stop re-asking the same questions every session.
On jurniti, memory is often a plugin microVM you grant to agent seats — see mem0 and Obsidian memory.
5. Observability for retainers
If you cannot answer “did it run last night?” with a trace, you are not ready to sell maintenance. Instrument runs, latency, tool errors, and human gates.
Prefer dedicated observability you control: Langfuse on a microVM.
6. Channels + plugins
Work arrives on email, Slack, voice, forms, and tickets — not only a terminal. Name the authoritative channel per offer. Use harnesses that match the job (OpenClaw, Hermes, coding CLIs) and multi-harness glue when needed (Buzz ACP).
Plugins add capability without rewriting the whole seat. Grant tools per agent — never a global free-for-all.
7. Managed, but still yours
Two bad options: babysit laptops forever, or surrender keys to a black box that marks up tokens. The third way is a managed runtime you still own — isolated microVMs, BYOK, templates, plugins, flat monthly compute.
That is jurniti. First purchase includes a 30-day money-back guarantee. No free trial — the guide above is free; compute is paid when you are ready.