Discover
Understand the workflow, evidence, people and operational constraints.
A shared workflow map and evidence inventory.
How we work
Make the next decision with better evidence.
Karnelo AI Workflow Discovery is a ten-working-day engagement for one UK service workflow. Each engagement keeps scope, source information, permissions, review points, exceptions and stop conditions visible.
The live engagement
Karnelo AI Workflow Discovery
People, information and process come before a bounded agent. Human-reviewed output keeps sources and exceptions visible. Method: Discover, Design, Test, Decide.
- Ten working days
- One UK service workflow
- One executive sponsor and one process owner
- A decision pack, not an implementation
- Outcome: pilot, pause or stop
A bounded path forward
Discover. Design. Test. Decide.
Each stage of Karnelo AI Workflow Discovery creates evidence for the next decision. Continuing to a build is never the automatic answer.
- 01
Discover
Understand the workflow, evidence, people and operational constraints.
- 02
Design
Choose the smallest sensible intervention and define its boundaries.
- 03
Test
Run a bounded pilot and record quality, effort, exceptions and review.
- 04
Decide
Use the evidence to pilot, pause or stop.
What each stage produces
A decision trail, not an automatic path to a larger build.
Design
Choose the smallest sensible intervention and define its boundaries.
A bounded intervention with owners, review points and stopping rules.
Test
Run a bounded pilot and record quality, effort, exceptions and review.
Observed results, reviewer feedback, exceptions and delivery effort.
Decide
Use the evidence to pilot, pause or stop.
A documented choice to pilot, pause or stop.
Human review is part of the design
Make boundaries visible before the workflow runs.
Practical AI needs more than a capable model. It needs clear information, permissions, review points and a safe route for exceptions.
Source evidence
Keep approved information and supporting sources connected to the work.
Permissions
Define which information and tools can be used, by whom and for what purpose.
Exceptions
Route uncertain, incomplete or unusual cases to an accountable person.
Stop conditions
Know when the system should pause, hand over or not proceed.
One workflow at a time
Discuss the work before deciding what to build.
Bring one workflow, the people involved and the evidence required. Start with a focused conversation.