Knowledge assistants
Question-answering over approved sources, with source references and access-aware retrieval.
Put AI to work on the problems that matter. We connect intelligent tools to your existing systems, with human oversight and measurable outcomes.
Discuss ai & automationWe define the right scope for your business, then build a practical foundation your team can use and maintain.
Question-answering over approved sources, with source references and access-aware retrieval.
Integrations that classify, route and draft information, with approval steps for consequential actions.
Extraction and validation pipelines for business documents, including handling for uncertain results.
Representative test cases, quality checks, usage visibility and an ongoing improvement plan.
Choose a bounded use case and agree on data access, risks and success measures.
Prototype with representative data and compare against a baseline.
Connect approved tools, permissions and human review workflows.
Test failure cases, monitor costs and refine quality with real feedback.
We select the stack around your requirements, integrations and maintenance needs.
Often an integration or retrieval system is enough. We evaluate existing models first and recommend customization only when the use case and data justify it.
We use evaluation datasets, source grounding, constrained actions and human review where appropriate. We define fallback behavior because model outputs can be incorrect.
Share your goals and constraints. We’ll help you define the way forward.