AI & workflow automation
for teams with work to simplify.
AI integration and automation connect useful model capabilities to a defined business workflow. We help teams evaluate document retrieval, assistants and repetitive tasks, with human review where judgment matters. A suitable project starts with real examples, a measurable quality baseline and clear limits on what the system can do.
Discuss your projectA useful result.
A clear handover.
- Workflow and data suitability assessment
- Prototype with representative evaluation cases
- Model and tool integration with review controls
- Cost monitoring, failure handling and handover
Understand
Agree the audience, the problem, constraints and what a useful result looks like.
Shape
Review options, prototype the important journeys and agree scope and acceptance criteria.
Build & review
Deliver in reviewable increments, test the critical paths and share progress.
Release & learn
Prepare the handover, agree operating responsibilities and measure what needs improving.
Timeline and cost depend on scope, access, content readiness and review cycles. We provide a written estimate after discovery; the website does not promise a fixed delivery window.
A document assistant that cites retrieved passages and routes uncertain answers to a person.
This is an example of a possible engagement, rather than a completed client project.
Explore architecture scenariosThe final stack follows your requirements and team context.
Your questions, answered.
Does every automation need AI?
No. Rules and conventional integrations are often more predictable for well-defined tasks. We choose AI when its capabilities justify the added uncertainty and cost.
Can we use our private documents?
We review permissions, data sensitivity, provider terms and retention requirements before choosing a storage and retrieval approach.
How do you evaluate answer quality?
We use representative examples and agreed criteria such as groundedness, task success and review effort. Results depend on your data and workflow.
Can a person approve actions?
Yes. Approval steps, permission boundaries and audit records can be designed into the workflow before any consequential action is allowed.
Let’s find the right next step.
Tell us about the workflow, product or business you want to improve.
Start a conversation