Service · 02Core

Custom AI Agent Development

An AI agent that ships to production is not a wrapper around a chat API. It's a system with retrieval, tool-calling, error recovery, escalation paths, eval harnesses, cost ceilings, and guardrails. We design all of it. We use the model that fits the task — Claude Opus 4.5 for hard reasoning, Sonnet for high-throughput, fine-tuned OSS for cost-sensitive paths — and we benchmark against your data, not vibes.

Capabilities

Reasoning
Claude, GPT, OSS, fine-tuned blends
Knowledge
RAG, structured + unstructured
Tools
Your APIs, scoped and validated
Evals
Offline suites + online scoring

What you get

  • Working agent in production
  • Eval harness with golden test sets
  • Cost & latency monitoring with budgets
  • Guardrails and escalation playbooks
  • Documentation and handoff to your team

Ideal for

  • Teams evaluating AI for specific workflows
  • Companies with proprietary data + clear use case
  • Operators ready to deploy, not prototype
FAQ

Frequently asked questions

01Which model do you use?
Whatever fits the task. Claude Opus 4.5 for hard reasoning, Sonnet for high-throughput, fine-tuned OSS for cost-sensitive paths. We benchmark against your data, not vibes.
02How do you prevent hallucinations?
Grounding, citation, structured outputs, and offline + online eval. We ship evals before agents.
03What does an agent engagement cost?
An Architecture Sprint is ~$25k. A full agent in production is $100k–$300k depending on scope.
Ready when you are

Tell us what you're building.

A 30-minute conversation with a senior engineer. No sales motion, no commitment.