Agentic Workflows
AI pipelines that do real work, not just demos.
What this is
Agentic workflows are AI systems that go beyond single-prompt interactions. They chain together reasoning steps, tool calls, and decision points into pipelines that handle complex tasks from start to finish. Think of them as autonomous workers that can plan, execute, verify, and adapt.
We build these systems for production, not for demos. That means proper error handling, retry logic, cost controls, and observability baked in from day one. Every pipeline we ship can run unsupervised and degrade gracefully when something unexpected happens.
The difference between a cool prototype and a production agent is about a thousand edge cases. We handle those edge cases so you don't have to discover them at 2 AM.
Who it's for
This service is for teams that have already seen what LLMs can do and want to move past one-off prompts into real automation. You have processes that are too complex for simple API calls but too repetitive to justify a full human workflow.
Engineering teams building AI-powered features into their products. Operations teams drowning in manual processes that follow predictable patterns. Companies that tried building agent systems internally and hit a wall on reliability or cost.
If you need an agent pipeline that works on Monday and still works on Friday, we should talk.
How it works
We start by mapping the workflow you want to automate. Not the idealized version — the real one, with all its exceptions and edge cases. That conversation usually surfaces which steps actually need AI reasoning and which are better handled by deterministic code. The answer is almost always a mix.
From there, we build the core path first. Something running in your environment, against real data, early. Then we harden it: error recovery, retry logic, cost guardrails, monitoring, and evaluation suites. Each sprint delivers a working pipeline that's more reliable than the last.
Engagements run 4 to 12 weeks depending on pipeline complexity. We work embedded with your team throughout — code reviews, design discussions, the whole thing. There's no black-box handoff because there's no black box.
What you get
You get a production-ready agent pipeline deployed in your infrastructure. Not a slide deck. Not a proof of concept that needs another six months of work.
Alongside the pipeline itself: architecture documentation, evaluation test suites, cost monitoring dashboards, and runbooks for common failure modes. Everything your team needs to operate and extend the system independently.
We also deliver a handoff session with your engineering team covering the design decisions, known limitations, and recommended next steps. You own the code, the knowledge, and the path forward.