AI Products & Integrations

Useful AI products begin with a defined task, user and acceptable failure mode. We identify where generation, classification, extraction or summarisation can remove effort without removing necessary judgement. The interface then gives users enough context to review, edit or reject an answer rather than presenting uncertain model output as fact.

Existing products can gain focused AI capabilities without becoming an AI product everywhere. A well-contained feature—such as document summarisation, content drafting or support triage—can sit behind the permissions, data and audit controls users already understand. This reduces rollout risk and makes success measurable against the previous workflow.

Different tasks need different models. Routing considers quality, latency, context size, regional availability and cost, while the application keeps a stable interface around providers that may change quickly. Prompts and outputs are validated where possible, and restricted use cases receive moderation, rate limits and human review paths appropriate to their risk.

Data handling is documented before integration. We minimise what leaves the application, separate customer data, avoid storing sensitive prompts unnecessarily and configure provider retention controls where available. For education, employment and other sensitive contexts, automated output remains assistive and visible to an accountable person rather than becoming an unexplained decision-maker.

A convincing demonstration is not enough. We build a representative evaluation set from the work users perform and score candidate changes against it. Quality checks sit alongside latency, refusal behaviour and cost per successful task, making model or prompt updates observable instead of subjective.

Production monitoring records usage, errors, model versions and spend without exposing private content in routine logs. Feedback controls capture where an answer failed and whether a user could recover. That evidence drives iteration and protects the product from silent quality drift when providers release new models.