AI-assisted operational improvement
Find the friction. Fix the work. Use AI only where it adds leverage.
For
Operators and small organisations stuck in repetitive coordination, manual handoffs, or tool sprawl.
Point of view
Bolting a model onto a broken process usually creates another dashboard. We start with one named bottleneck.
How a first conversation goes
- Name the bottleneck.
- Separate process problems from software problems from information stalls.
- Decide where automation or an agent surface helps, and where it does not.
- Look at patterns from products we ship (below) as engineering examples, not as your ROI.
- Agree data and secrets boundaries before any deeper access.
Engineering we can show
From Trip and Move:
- MCP tools that call the same application actions as the UI, so agents do not get a weaker back door
- Vision-assisted recognition with bring-your-own-key providers (Move)
- Hybrid search: full-text, trigram, and vector embeddings (Move)
See Trip and Move in the Showroom.
Email [email protected]
Subject: AI-ops: discovery
Include one repetitive bottleneck and your data-access constraints.