What an agent looks like in production

Beyond chatbots. Agents that handle support tickets end-to-end, draft and send proposals, qualify leads, reconcile invoices, run procurement workflows, and trigger downstream actions across the business. They read from your data, plan, take steps, and report back.

Built for production, not for demos

Logs, traces, evals, safety guardrails, human-in-the-loop, audit trails, cost monitoring, and rollback. Each agent is accountable to the metrics that matter to the business unit deploying it. We score every workflow on agent-suitability and ROI before we build, so we never ship hype.

The stack we work with

OpenAI, Anthropic, Bedstone, Azure OpenAI, plus open-weight models where they earn their place. LangGraph, Pydantic AI, custom orchestration. Vector stores, real-time data feeds, and the tools your team already uses. We are model-agnostic and integrate against the actual stack you run.

R&D Tax Incentive eligibility

Agentic systems are textbook R&D under the Australian 43.5% R&D Tax Incentive. We document sprints properly so your tax specialist can file with confidence. We hand over the readiness pack. We don't lodge the claim.