Matrix Solutions
Services

AI Agent Development

We build AI agents that reason over multiple steps, call your internal tools and APIs, and hand off cleanly to a human when needed.

OpenAIClaudeLangChainGoogle Agent Development Kit
The challenge

Problems businesses face without this

Repetitive multi-step tasks consuming staff time
Simple chatbots that can't complete real workflows
Lack of visibility into what an AI system actually did
Agents that go off-task or take unsafe actions without oversight
Our approach

How we solve it

We design agents around clear task boundaries, give them access to the specific tools they need, and instrument every action so your team can audit and improve behavior over time.

Key features

What's included

Tool-calling

Agents that call your APIs, databases, and internal tools directly.

Guardrails

Domain-specific safety and scope constraints.

Observability

Full trace logging for every agent decision and action.

Multi-agent orchestration

Coordinated agent teams for complex, multi-stage workflows.

Benefits

Business impact

Task completion, not just chat

Agents that take real actions in your systems, not just answer questions.

Predictable behavior

Guardrails and evaluation suites that keep agents within scope.

Human-in-the-loop by design

Clean handoff points so people stay in control of high-stakes decisions.

Continuous improvement

Action logs and evaluation data feed directly into agent iteration.

Technologies

Built with a modern, production-proven stack

OpenAIClaudeLangChainGoogle Agent Development Kit
FAQ

AI Agent Development FAQs

Ready to talk about ai agent development?

Book a discovery call and let's talk about what you're trying to build.