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AI Agent Development Services

AI that doesn’t just answer - it gets work done.

Custom, domain-specific AI agents that plan, use your tools, and execute multi-step business tasks - with the observability and guardrails production demands.

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A chatbot responds. An agent acts: it reasons about a goal, checks its work, and completes the task.

We build agents tailored to a specific job in your business - triaging tickets, processing documents, researching and drafting, updating records across systems. They combine reasoning, tool use, memory and retrieval to handle work that used to need a person at a keyboard.

Because autonomy without control is a liability, we engineer for production: clear task boundaries, human-in-the-loop approval on risky actions, full tracing of every step, and hard limits that stop runaway behaviour and cost.

What we build

Agents built for real workflows

Scoped to a job, connected to your tools, and safe to run in production.

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    Tool & API use

    Agents that call your internal APIs, databases and SaaS tools to actually complete tasks, not just talk about them.

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    Planning & reasoning

    Multi-step task decomposition with the ability to adapt when a step fails or new information appears.

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    Memory & context

    Short- and long-term memory so agents maintain context across a task and across sessions.

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    Human-in-the-loop

    Approval gates on sensitive or irreversible actions, keeping a person in control where it matters.

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    Observability

    Full tracing of prompts, tool calls and decisions for debugging, audit and continuous improvement.

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    Guardrails & limits

    Termination caps, permissions and validation that prevent runaway loops, unsafe actions and cost blowups.

How we deliver

A path from idea to production

A pragmatic engagement model that de-risks adoption and gets a working system in front of your users fast.

  • 01

    Workflow mapping

    We pick a high-value, well-bounded task and map the steps, tools and decisions it involves today.

  • 02

    Agent design

    We design the reasoning loop, tools, memory and guardrails - and where humans stay in the loop.

  • 03

    Build & evaluate

    We implement the agent and test it against real scenarios, tracing every run to catch failure modes.

  • 04

    Deploy & improve

    We ship with monitoring, then expand scope and autonomy as trust and accuracy are proven.

Tools & stack

Technologies we work with

We stay model- and vendor-flexible, choosing the stack that fits your data, budget, and compliance needs.

  • LangGraph
  • Anthropic Claude Agent SDK
  • OpenAI Agents SDK
  • CrewAI
  • LlamaIndex
  • Pydantic AI
  • MCP
  • Vector databases
  • Python / TypeScript
  • LangSmith / tracing

Where it fits

Use cases & industries

For repetitive, multi-step knowledge work that follows rules but needs judgement.

  • Support automation

    Triage, research and resolve or escalate tickets across your systems.

  • Document processing

    Read, classify, extract and route documents end to end.

  • Research & drafting

    Gather information and produce first-draft reports, briefs or replies.

  • Data operations

    Reconcile, enrich and update records across CRMs and databases.

  • Onboarding & IT

    Provision access and handle routine internal requests.

  • Sales ops

    Prepare call notes, update CRM and follow up automatically.

Common questions

A chatbot generates text. An agent pursues a goal - it plans, uses tools to take real actions in your systems, observes results and adjusts until the task is done.

We scope each agent tightly, require human approval on risky actions, enforce permissions and hard limits, and trace every step so nothing runs unchecked.

No. Agents connect to your current stack through APIs and MCP, automating work across the tools you already use.

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