Custom AI Agent

A custom AI agent for internal operations and bespoke workflows — scoped, hardened, and owned by you, not rented from a platform.

PriceFrom $25K
Timeline4–10 weeks
TermsFixed scope

We build one agent that runs a real workflow in production — on your data, your channels, your guardrails. Retrieval over your docs and systems, tool and MCP integrations, an escalation and human-in-the-loop path, an eval harness, guardrails, and observability — the opposite of renting a black-box SaaS agent.

We scope the one workflow that pays for itself first, build it to survive real users, and hand you full IP. You own it, and you can extend it.

Week by week
01Week 1

Scope the workflow

We pick the one workflow that pays for itself first — the tickets, calls, or ops task with the clearest ROI — and define what 'good' means.

02Weeks 2–4

Build the agent

Retrieval over your docs and systems, tool and MCP wiring, and the escalation path — the agent behaving on your real data.

03Weeks 5–7

Harden it

An eval harness, guardrails, and a human-in-the-loop path — so it survives edge cases, not just the demo.

04Weeks 8–10

Ship + hand over

Deploy to your channels, wire observability, and transfer full IP. You own it.

Scope

What the engagement covers

The workflow

What we build
  • Use-case + ROI scoping
  • Success criteria
  • What to automate first
What it does

One workflow that pays for itself — not a vague 'AI assistant' that does everything badly.

What you receive

A working agent, delivered running on your data — not a Figma prototype.

The conversation, the tools it calls, the evals it passes, and the numbers it moves. A sample is shown; yours runs your workflow, on your channels, owned by you.

A real workflow run

Retrieval, scoped tool calls, and a clean escalation — the agent doing the job.

ops · internalSample
Triage the overnight queue — anything urgent?
scan_queue(overnight) → 42 items · 3 flagged
Three need attention: two refund disputes over $500 — routed to billing with full context — and one enterprise outage report.
route(2 → billing) + open_incident(sev-2) → ok
Incident INC-armed and on-call paged. The remaining 39 are handled — summary is in the channel.

triaged 42 · escalated 3 · 4 minutes

The eval harness

Scored against real cases before it ever meets a customer.

evals/agent.jsonSample
Eval suite
Production-ready
A
Resolution accuracy92
Correct tool calls95
Escalation precision88
Tone + safety97
Grounded answers96

Tools + MCP

The named actions the agent can take — each scoped, typed, and audited.

agent/tools.tsSample
1// scoped, audited actions the agent can take
2defineTool('scan_queue', {
3 access: 'read',
4 input: { window: z.string() },
5})
6
7defineTool('open_incident', {
8 access: 'write · sev gate',
9 input: { severity: z.number() },
10})

The numbers it moves

What the workflow looks like 60 days after launch.

impact · 60 daysSample
Queue triage
4m▼ from 90m
Mis-routes
−78%
Escalation precision
91%
Ops hours / mo
−120h
PlusFull IP transfer · a deployment runbook · 30 days of async Q&A after launch.
Fit

Built for

Ops lead

Replacing brittle automation

A directed agent that handles the messy, judgment-heavy path your rules engine can't.

Founder / SaaS

Adding an agent to a real product surface

A reliable agent you own and can extend — not a black box rented per seat.

Team lead

Buried in triage, routing, and back-office work

The repetitive judgment calls handled automatically, with humans kept in the loop where it matters.

FAQ

Questions, answered

Common questions

Start here

Book a free scoping call.

We scope the exact number with you, and sign a mutual NDA before any code or data is shared.

Newsletter

One letter, every week. Working systems — not hot takes.

Build logs, agentic engineering decisions, agent failures, evals, and what survives real users. Sent weekly, never more.

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