A pilot proves a model can do the task. Production proves it does the task every day, inside your ERP, your case-management system or your call queue, with someone accountable when it drifts.
Our forward-deployed engineers sit with your business and IT teams to close that gap: platform security and governance, observability and integration, connectors, prompt and skills engineering, knowledge management, and onboarding.
Outcome
Pilots in production, cost per transaction down, cycle time cut.
GenAI & agentic systems
Enterprise agent platform, vertical agents and multi-agent orchestration — work completed autonomously, exceptions escalated to people.
Document intelligence
Extraction, classification, validation and approval routing — manual handling removed, straight-through processing at volume.
Voice AI
Real-time voice agents, self-service and live handover — enquiries resolved without queues, service hours extended.
Enterprise app agents
Agents embedded in the systems of record with MCP-based integration — adoption without retraining, no change to the system of record.
Full-stack delivery
Interfaces, APIs and integration built and tested end to end, like a product team, not a model demo.
Evaluation & assurance
Evaluation harnesses, guardrails and a measured baseline before anything goes live.
Business analysis
Turns business ideas into AI systems, agents and skills
Data engineering
Pulls in and transforms the data sources a model actually needs
ML engineering
Hosts models and runs post-training to fit the customer's domain
Cloud & platform
Deploys and integrates APIs as containers, production-grade
Full-stack delivery
Integrates with applications and tests end to end, like a dev
ARB Corporation · ASX-listed manufacturer
12,000+ supplier invoices a month automated on OCI, integrated with JD Edwards — 90% reduction in processing cost.
Read caseListed hotel and accommodation group
Voice AI booking assistant handling availability, reservations and upsell inside the group's own systems.
Read caseState prosecution authority
Case files summarised, evidence tagged and work routed — inside government security controls.
Read case