We build AI agents that pick up multi-step work and carry it across systems. AXI's AI agent service uses Claude and OpenAI with tool use, memory, and observability so the agent does the work an intern would do, except faster and at every hour.
Agents that call APIs, query databases, send emails, and update records. Real work, not just text generation.
Agents that break a goal into steps, execute, and adapt when a step fails. The hard part is the planning loop.
Short-term context plus long-term memory through embeddings. The agent remembers the customer, the project, the history.
Agents that escalate to a human when confidence drops or stakes go up. Confidence calibration is most of the engineering.
Every agent decision traced. We can replay any run, see the prompts, the tool calls, and the outputs.
Token budgets per run, per day, per agent. Plus model routing so we use Claude Opus where reasoning matters and Haiku where it does not.
Eval suites of real tasks the agent has to pass before any prompt change ships. No regression on stuff that was working last week.
Agents that run as cron jobs, on-demand triggers, or always-on services. With logging, retries, and alerts.
What is this agent actually responsible for? We define the success criteria, the escalation rules, and the failure modes before any prompt is written.
Tool functions for every action the agent can take. Prompts and planning logic tested against real tasks.
Run the agent against a suite of real-world tasks. Refine the prompts, the tools, and the planning loop until the eval passes consistently.
Production deployment with observability, cost controls, and a kill switch. Plus a clear runbook for the humans who oversee it.
AI health and nutrition tracker with instant camera-based meal scanning
AI-powered legal assistant for the modern lawyer
Government cybersecurity compliance platform with motion-driven explainers
Smart home control app with ambient AI suggestions
HR platform with smart onboarding, automated paperwork, and AI-powered learning paths
AI automation deployed and tuned monthly. We handle the engineering and the iteration.
AI automation deployed and tuned monthly. We handle the engineering and the iteration.
Book a 20-minute call. We will scope the work, talk pricing, and give you a clear path to ship.
Everything we get asked about ai agents.
A chatbot answers questions. An agent takes action. Agents call APIs, update systems, and complete multi-step work. The engineering bar is much higher because real consequences happen when the agent decides wrong.
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