Supporting capability
Build AI around a task you can test.
We develop models, LLM integrations and tool-using agents for defined tasks, with evaluation, permissions and human review built into the scope.
Models and evaluation
Define the task and a representative evaluation set before choosing a model. Compare a rules-based baseline with classification, extraction or generation approaches. Report task-specific errors, latency and operating cost rather than claiming a universal accuracy rate.
LLM integration
Connect model APIs to your product with structured outputs, validation, retries, timeouts and usage limits. Keep sensitive input out of routine logs and agree provider data handling. Retrieval suits answers grounded in source material; fine-tuning may suit a tested need for consistent behavior.
Agents and tool use
An agent can select from approved tools to research, classify or prepare an action. Restrict its permissions, validate tool arguments and set execution budgets. Require approval before consequential changes and preserve enough trace information to investigate failures.
Production ownership
Deploy through the agreed API, container or product integration. Monitor task quality with known examples and review changes before replacing prompts, models or tools. Vendor fees, evaluation effort and ongoing support form part of the operating plan.
Where this fits
The service covers an agreed model or product capability. Document extraction, RAG knowledge systems and phone agents have separate pages because their inputs, failure modes and acceptance checks differ.
Operations automation: see the wider workflowEvidence and further reading
See this in an industry workflow
Explore proposed applications and fictional demos. These are not claims of completed projects in those industries.
- Specialty distribution
RFQs, order entry, catalog data and sales operations with human review.
RFQ-to-quote demo - Commercial insurance
Submissions, renewals, document handling and agency handoffs with accountable review.
Insurance submission demo - Property management
Maintenance intake, approved vendor coordination and staff-reviewed completion.
Property maintenance demo
Define the scope before committing to a build.
Start with a free conversation about your requirements. A well-defined project can go straight to a proposal. If we need to investigate the data, systems or risks first, we quote discovery separately. Implementation, usage fees and support depend on the agreed scope.