LLM integration
Production AI integrated into existing tools, with evaluation, fallbacks, and monitoring.
Typical deliverables
- Measured accuracy before launch
- Handles edge cases without breaking
- Works inside your current tools
AI automation
We automate repetitive operational work with measurable use cases, dependable integrations, and human control where decisions matter.
AI automation
Useful automation is more than connecting a model to a prompt. We map the process, identify the decisions and failure modes, integrate the right data, and measure the result. AI is used where context or interpretation adds value; deterministic rules handle work that must behave the same way every time.
The expected time saved, quality improvement, and operating cost are defined before implementation begins.
Evaluation, fallbacks, monitoring, and human escalation are designed into the workflow from the start.
The automation works with existing tools, data, permissions, and team responsibilities rather than beside them.
We use AI to remove measurable work, with evaluation and human oversight built into the system.
Production AI integrated into existing tools, with evaluation, fallbacks, and monitoring.
Typical deliverables
Reliable automation for repetitive operations, designed around measurable return and human escalation.
Typical deliverables
Structured ingestion and transformation that makes operational data dependable and usable.
Typical deliverables

Proof through a product delivered in practice.
A full-stack platform that brings product information, industry knowledge, and customer context together to guide teams through creating clear, relevant quotes.
AI automation
We respond to every serious enquiry within two business days.