Custom AI agents that take real work off your team's plate
I design and build autonomous LangGraph/LangChain agents and multi-agent systems that research, decide, and act across your workflows — with human-in-the-loop control, evals, and observability so they hold up in production.
Custom AI agent development is building autonomous LangGraph and multi-agent systems that reason, call your tools, and finish multi-step work — not chatbots. It is for B2B SaaS and services teams drowning in manual ops, research, or outreach. The result: reliable agents your team trusts to take real work off their plate, shipped to production with guardrails and evals.
Most "AI agents" never survive contact with production
Demos are easy; reliable agents are hard. The gap is everything that happens after the happy path — tool errors, hallucinated arguments, runaway loops, silent failures, and no way to see what the agent actually did. Teams end up babysitting a system that was supposed to save them time.
I build agents the way you build the rest of your stack: explicit state machines, typed tool calls, retries and guardrails, human-in-the-loop checkpoints on high-stakes actions, and tracing so every decision is auditable. The result is an agent your team trusts enough to actually hand work to.
Scope & deliverables — everything needed to ship it reliably
We map the workflow, decide where an agent helps vs. plain automation, and define success metrics before writing code.
Deterministic graphs with explicit nodes, edges, and state — not a prompt-and-pray loop. Easy to reason about and extend.
Pydantic-validated tool calls into your APIs, databases, CRMs, and third-party services, with retries and error handling.
Review/approve gates on irreversible or high-stakes actions, plus override and edit paths.
Test suites over real cases, tracing (LangSmith/OpenTelemetry), and dashboards so you can see and trust agent behavior.
Clean repo, runbook, and a walkthrough so your team can operate and extend the system.
A low-risk path from idea to production
Free 30 minutes to pressure-test the use case, ROI, and the riskiest unknowns.
A working vertical slice on your real data within 1–2 weeks to de-risk the approach.
Full implementation with tools, guardrails, evals, and observability.
Deploy, monitor, and iterate against real usage; optional retainer for ongoing work.
The stack I build on — chosen for your use case
Proof: shipped systems and the numbers they moved
12 autonomous agents running an entire LinkedIn growth + outbound motion
A 6-agent hub-and-spoke StateGraph that qualifies, scores, and works B2B leads across LinkedIn, email, and voice
AI Agent Development: questions buyers ask
?What is custom AI agent development?
It is building an autonomous system that uses an LLM to reason over a goal, choose actions, call tools/APIs, and complete multi-step tasks — tailored to your workflow rather than a generic chatbot. In practice that means a state machine (often LangGraph), typed tools into your systems, guardrails, and human checkpoints.
?LangGraph or CrewAI or AutoGen — which do you use?
I default to LangGraph for production work because its explicit state graph makes agents debuggable and reliable, but the right choice depends on the task. I cover the trade-offs in detail in my LangGraph vs CrewAI vs AutoGen comparison.
?How much does a custom AI agent cost?
I bill at a flat $60/hour or $2,500/week, so cost tracks weeks of work: a focused single-agent build (about 1–3 weeks) typically runs $2,500–$7,500, and a complex multi-agent system (6–12 weeks) is $15,000–$30,000. The biggest driver is integration surface and reliability requirements. See my full AI agent cost guide for the breakdown.
?How do you keep agents from hallucinating or going off the rails?
Typed tool calls (the model can only act through validated functions), explicit graph control flow, retries with bounded loops, output validation, human-in-the-loop gates on risky actions, and eval suites that run on every change.
?Can you work with my existing stack and data?
Yes. Agents integrate with your APIs, databases, CRMs, and SaaS tools. I handle auth, rate limits, and data-residency constraints, and I work across US/UK/UAE/Singapore time zones.
Let's see if I can take this off your plate
Tell me what you want to automate. On a free 30-minute call I’ll tell you straight whether it’s worth building, roughly what it costs, and how I’d approach it — no pitch, no obligation.
Book my free 30-min AI scoping call →