Custom AI Agents
Built for real users, not controlled demos. Architecture, evaluation, and guardrails that handle what your team can’t predict.
What’s included
Agents that execute, not just respond. We design, build, and deploy AI agents around your specific workflows, data, and systems. Tested against reality, not just happy paths.
Agent architecture
Reasoning, tools, memory, and failure modes designed around your use case.
Tool integrations
Agents wired into your APIs, databases, and internal systems to take real action.
Evaluation framework
Real-scenario testing so you can measure reliability and catch regressions.
Production deployment
Monitoring, guardrails, and documentation your team can own without us.
“There’s a million ways to get agents wrong. Most of them start with building too much too fast. Aim small, miss small. One agent, one job, built right — hours of work in seconds.”

Justin Sisley
Founder, Peppercrest
How it works
From use case to deployed agent
Define the job
We map inputs, decisions, actions, and edge cases. The architecture gets locked before a single prompt is written.
Build and evaluate
Iterative development with structured evaluation at every step. We test against real scenarios, not happy paths.
Deploy and hand off
Production deployment with monitoring, guardrails, and documentation so your team owns the agent going forward.
At a glance
Measurable impact
Agents that handle the work your team shouldn’t be doing manually. Fewer hours lost to repetitive decisions, faster execution on the tasks that used to bottleneck.
Demo to production
Agents built to survive real data, real edge cases, and real users
Evals from day one
Catch model drift and regressions before your customers do
Built for
Built for teams ready to put AI to work
Hit a wall
You built something that works in demos but breaks in production. Reliability is the gap.
Operations-heavy
Repetitive workflows that require judgment but shouldn’t require a human every time.
Platform companies
AI-powered features are core to your product and the architecture has to be right from the start.
Under mandate
Leadership wants agents deployed and you need help delivering something that actually works.
FAQ
Common questions
What to expect from a Custom AI Agents engagement.
Let’s build your AI agent
Tell us the task or workflow. We’ll give you an honest assessment of what an agent can handle and where to start. No pitch deck, no pressure.
- Describe the task or workflow you want to automate
- Receive a scoping proposal with next steps
- Kick off with a focused discovery sprint
How we work
See our approach and process from strategy to shipped.
Playbooks
Explore our guides and frameworks for teams building with AI.
Agents that work. In production.
Tell us what you need automated and we’ll tell you what an agent can actually handle. Honest scoping, real architecture, no demo theater.
