AI Agent Development Services We Offer in Brisbane
Brisbane buyers want AI agents that survive an APRA, ASIC, or AFCA audit, not chatbots that hallucinate policy numbers. Our agent services start with use-case definition and a human-in-the-loop boundary: which decisions an agent can make autonomously (low-risk classification, ranking, summarisation), which require human review before action (claim reserves, AML escalation, credit referral), and which are out of scope entirely (final claim denial, terminal credit decline). We build claims-triage and FNOL (first notification of loss) agents for general insurers in the Suncorp Group, IAG, Auto and General, and QBE pattern, AML transaction monitoring copilots that wrap the existing Actimize, NICE, or SAS rules engines used at BOQ and Bendigo and Adelaide Bank, mining and rail dispatch agents that connect to OSIsoft PI, AVEVA, Modular Mining, and Wenco fleet platforms, Olympic venue logistics agents scoped against the Brisbane 2032 program, and Queensland Government tender-response and contract-analysis copilots for vendors selling into the Queensland Investment Corporation and Queensland Treasury Corporation supply chain. Every agent ships with full observability (LangSmith, Langfuse, or in-house OpenTelemetry traces), a kill switch, deterministic guardrails, and an APRA CPS 230 operational risk register entry where regulated entities are in scope.
Our AI Agent Development Development Process
Discovery opens with a use-case workshop that draws the agent boundary explicitly: tasks the agent can complete autonomously, tasks where it drafts and a human approves, and tasks that stay fully human. For Suncorp Group-equivalent or BOQ-equivalent regulated clients we run a CPS 230 operational risk classification and a CPG 235 data risk assessment in parallel, plus an Australian Privacy Principles automated decision-making review under the 2022-23 Privacy Act review obligations. For Brisbane 2032 Olympic work we coordinate with the Brisbane 2032 Delivery Authority, the Olympic Infrastructure Authority, and Queensland Government program offices on Queensland Information Standard 18 (IS18) security and IS44 privacy reviews. Build sprints are two weeks. Every agent ships with a tool catalogue (what external systems it can call), a prompt repository (versioned, diffed, and rolled back like code), an evaluation harness running golden test cases on every PR, and a documented escalation path back to a named human owner. Deployment runs through Codazz-managed Prometheus, Grafana, and Sentry, with drift detection, prompt injection defences, and a documented rollback that APRA, ASIC, and Queensland Audit Office reviewers accept without bringing in a second vendor.
Process Discovery
1-2 WeeksWe sit with the people doing the work in {city} and record the real process — including the exceptions they handle by instinct, which are exactly what kill naive automations.
Tool Surface Design
1-2 WeeksEvery system the agent touches gets a typed, permission-scoped tool with its own rate limit and rollback path. The agent gets a narrow set of verbs, never raw admin access.
Build & Evaluate
3-6 WeeksThe agent is built alongside its evaluation suite from day one, using real tasks from your business with verified outcomes. Every change is scored before it ships.
Shadow Mode
2-3 WeeksThe agent runs against live traffic but commits nothing. We compare its proposed actions to what your team actually did and tune until agreement is high enough to trust.
Staged Autonomy & Run
OngoingAutonomy is released by risk band — reversible actions first, irreversible ones keeping a permanent human gate. Then we monitor completion rate, escalations, latency and spend.
Technologies We Use for AI Agent Development
Brisbane agent workloads need Australian data residency for regulated PII and SOCI critical infrastructure data, so we default to AWS ap-southeast-2 (Sydney) for storage, training, and inference, ap-southeast-4 (Melbourne) for disaster recovery, GCP australia-southeast1 (Sydney) where clients prefer Google Cloud, and Azure Australia East (Sydney) for Microsoft-anchored stacks. Brisbane-local low-latency workloads run from NextDC B1, NextDC B2, and Equinix BR1 with AWS Direct Connect back to ap-southeast-2. Frontier model APIs are Amazon Bedrock with Anthropic Claude and Meta Llama on Australian inference endpoints, Azure OpenAI on Australia East with data processing addendum, and Anthropic on AWS Bedrock for Australian regulated workloads. Self-hosted Llama 3, Mistral, and Qwen run on Australian GPU instances when SOCI or APRA CPG 235 obligations rule out closed APIs. Agent frameworks are LangGraph and CrewAI for stateful orchestration, with LangSmith and Langfuse for observability, and Pydantic AI for type-safe tool calls. Evaluation runs through Promptfoo and DeepEval. Vector storage sits in pgvector on Aurora ap-southeast-2 or Pinecone Sydney for Suncorp-scale workloads.
Other Services We Offer in Brisbane
Looking for a different service? Explore our full range of technology solutions available in Brisbane.
Explore Our AI Agent Development Specializations
Dive deeper into our specialized ai agent development offerings.
AI Agent Development in Other Cities
We deliver ai agent development solutions across 45 cities in 24 countries. Find a location near you.
Latest Work
Drag to explore or use arrow keys