Who it is for
Owners, managers, process leads, reviewers and people responsible for AI-assisted work.
AI Training
Practical AI Training for UK Teams
Practical, instructor-led sessions for the work your team already does. Build shared rules for everyday AI use, examine one named workflow, or prepare the people who will supervise a bounded AI agent.
Sessions are adapted to the organisation’s work, information boundaries and human review requirements.
Training sits alongside Karnelo AI Workflow Discovery and does not include an AI build.
At a glance
AI Training at a glance
Format
Instructor-led and remote by default. One team, one workflow or one group of agent supervisors.
What makes it different
Training is built around the organisation’s actual work, evidence, permissions, review points and operating limits rather than a generic tour of AI tools.
What you leave with
Practical working artefacts and agreed rules that the team can continue using after the session.
What happens next
Nothing has to follow. If the work exposes a workflow that needs a formal pilot, pause or stop decision, Karnelo AI Workflow Discovery may be the next step.
Alongside discovery
Where training sits alongside Discovery
Karnelo AI Workflow Discovery examines one UK service workflow and produces a decision pack. AI Training is a separate offer and can be bought on its own.
Three training options
Choose the training that matches the work in front of you.
AI Foundations
Approved everyday AI use inside your organisation.
What we cover
- Where AI can and cannot help
- Information that must not be entered into public AI tools
- Prompting as instruction, context and evidence rather than prompt tricks
- Checking AI-generated work
- When a person must review or take over
- Shared team rules
What you leave with
- Approved AI Use Checklist
- Prompt and Context Guide
- AI Output Review Checklist
- Agreed next actions for the team
Typical format90 minutes to half a day.
Workflow AI Training
Examine one named workflow together.
What we cover
- What happens today, and the people and responsibilities involved
- Where AI might assist, and the evidence required
- Draft, check and approve points
- Exceptions, escalation and human decisions
- Measures such as time, quality, rework and override rate
What you leave with
- One-page workflow map
- AI assistance points
- Human review points
- Exception and escalation rules
- Simple measurement sheet
Typical formatHalf-day workshop focused on one workflow.
For agent supervisors
AI Agent Supervisor Training
Prepare the people who will supervise a bounded AI agent.
What we cover
- What the agent is and is not responsible for, with a named owner and named reviewers
- Information it may use, tools it may use and permissions
- Where its work arrives and the evidence expected with its output
- Human approval, overrides, exceptions and the audit trail
- Hand-back and stop conditions
What you leave with
- Agent Supervisor Guide
- Agent Role and Responsibility Sheet
- Permissions and Information Matrix
- Human Review Checklist
- Exceptions and Escalation Card
- Stop Conditions Sheet
Typical formatHalf-day or two focused sessions depending on the agent and number of reviewers.
Where several teams or workflows are involved, a bespoke team programme can be scoped.
Human review is designed into the work
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.
Examples
Example types of work
- A team using generative AI to research and draft documents that a named person must still check before the work leaves
- An application or casework process where evidence must be checked before work proceeds
- A service team reviewing AI-generated drafts
- People supervising a bounded agent that prepares work for approval
Delivery
Who delivers the training
Karnelo AI Training sessions are delivered by Ranj Rana, an AI delivery practitioner working across practical AI adoption, workflow design, governance and AI agent supervision.
Sessions are designed around the client’s actual work rather than a fixed tool demonstration.
Limits
What training does not do
AI Training does not:
- build or deploy an AI agent or automation
- certify or accredit participants
- transfer responsibility away from the client’s named owners
- replace AI Workflow Discovery where a formal workflow decision is required
Duration
Typical format
Sessions are instructor-led and remote by default. Length is sized to the team and the work.
- AI Foundations
- 90 minutes to half a day
- Workflow AI Training
- Half-day workshop focused on one workflow
- AI Agent Supervisor Training
- Half-day or two focused sessions, depending on the agent and number of reviewers
- Typical engagement
- Scoped with you against the team, the workflow and the session format.
Start with the work
Discuss AI training for one team or one workflow.
Bring the work people already do, who is involved, and the session format you have in mind.
A useful first conversation
Tell us which training would help.
Start with the session format, the team or named workflow, and who would take part.
We’ll review your training enquiry and reply by email with the next step. AI Training is a separate offer delivered by Ranj.
Keep sensitive information out of this enquiry.
Do not include passwords, access keys, live customer records, special-category personal data, confidential documents or information you are not authorised to share. Describe information and systems at a high level.
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