Workflow before technology
Understand the work and its constraints before selecting an intervention.
About
Useful work comes before impressive technology.
Karnelo starts with the work people need to complete and the evidence required to make a responsible decision.
People
Karnelo was founded by Khyam Baig, a technical analyst with more than a decade of experience across banking, government and major transformation programmes.
As founder and director of Karnelo Limited, he helps organisations apply practical AI to real service workflows, starting with one defined process, the evidence behind it and a named person who remains accountable.
Working principles
Practical decisions need visible evidence and boundaries.
Evidence before expansion
Use bounded tests to learn before committing to a wider product or programme.
People stay accountable
Keep review, judgement, exceptions and ownership visible in the design.
Stopping is a valid decision
A good discovery or pilot can show that a build should change direction or not proceed.
Plain language
Explain what the system can use, what it can do and where it hands back.
Clear scope is part of good design. Karnelo aims to make permissions, sources, decisions, exceptions and review understandable to the people responsible for the work.
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.