Digital Transformation, AI & Data
Generative AI and Responsible Adoption for Business Teams
A three-day applied programme for professional populations already using, or about to use, generative AI tools in their work. It builds competent use with verification discipline, establishes the organisation's boundaries for confidential and personal information, and ends with participants redesigning a real task with human control points.
The business challenge
Why organisations commission this programme
Staff adoption of generative AI has typically preceded organisational capability standards. Tools are used unsupervised, sometimes with client or personal data, with no shared understanding of verification, confidentiality boundaries or when a task is unsuitable for AI assistance. The exposure is immediate and the quality variance is invisible until something goes wrong.
Staff are already using generative AI tools, often unsupervised and sometimes with client or personal data, while the organisation has neither capability standards nor usable boundaries.
Who it is for
Participants
- Audience
- Professional and support populations, team leaders and functional specialists
- Recommended cohort
- 12 to 20 participants
- Prerequisites
- Routine use of a computer for professional work. No technical background required. Access to the organisation's approved tooling is required for the applied sessions.
Outcomes
What participants will be able to do
- Use generative AI tools competently for defined professional tasks, with structured prompting and verification.
- Recognise and correct the characteristic failure modes of model output, including confident error.
- Apply the organisation's acceptable-use boundaries for confidential, personal and client information.
- Judge when a task is suitable for AI assistance and when it is not.
- Redesign a real work task to incorporate AI assistance with appropriate human control points.
Learning objectives
- Establish competent, verifiable use of generative AI tools for defined professional tasks.
- Make the characteristic failure modes of model output recognisable and routinely checked.
- Embed the organisation's acceptable-use boundaries for confidential, personal and client information.
- Produce redesigned work tasks with appropriate human control points.
Indicative content
Programme structure
Content is confirmed during design and adapted to your context.
Day 1
How the tools work, what they do well and badly, structured prompting and verification discipline; baseline assessment.
- How the tools work and where they fail
- Structured prompting
- Verification discipline
- Baseline assessment
Day 2
Responsible use: confidentiality, personal data, intellectual property, acceptable use and record-keeping.
- Confidentiality and personal data
- Intellectual property and attribution
- Acceptable use and approved tooling
- Record-keeping and auditability
Day 3
Applied workshop — redesigning real tasks with human control points; assessment and team adoption commitments.
- Task suitability judgement
- Task redesign with control points
- Assessed practical exercise
- Team adoption commitments
Delivery and customisation
Configured around your organisation
- Typical duration
- Three days (five-day variant with role-specific application streams)
- Formats
- Classroom, virtual or blended; well suited to multi-cohort rollout
- Language
- English by default. Other languages subject to facilitator availability and materials translation, agreed during design.
How it can be tailored
- The client acceptable-use policy, approved tooling and data classification scheme.
- Real, non-confidential task examples from the participant population.
- Role-specific application streams in the five-day variant.
- Sector confidentiality constraints, including client or regulatory restrictions.
- Alignment with an existing AI governance or approval process.
Methods
- Hands-on work throughout using the organisation's approved tooling and real, non-confidential task examples.
- Deliberate exposure to model failure, so that confident error is recognised rather than described.
- Paired verification practice in which participants check one another's outputs against source evidence.
- Task redesign worked on the participant's own recurring work, carried into an adoption commitment.
Materials, assessment and completion
Materials
- Participant workbook containing session content, frameworks, exercises and space for applied work.
- Client-contextualised case material and scenario packs used during the programme.
- Job aids, checklists and templates designed for use in the role after the programme.
- Assessment instruments and the marking criteria applied to them.
- Individual action plan template and a manager briefing note.
- A verification checklist, prompt patterns for the organisation's task types and a boundary quick-reference card.
Reinforcement
- Individual action plans agreed during the programme and shared with line managers where the client permits.
- Manager briefing material setting out what was taught and what should be reinforced in the role.
- Toolkits and templates issued in editable form for continued use.
- Follow-up session at 30, 60 or 90 days where commissioned, reviewing action-plan progress and obstacles.
- Team adoption commitments reviewed at 30 days with the line manager, where the client supports it.
Completion
- Attendance at no less than 80 per cent of scheduled contact time, recorded daily and reconciled against the registered cohort.
- Participation in the assessed practical components of the programme.
- Submission of the assessed work product and the individual action plan.
- Achievement of the assessment threshold where the client sets one; where no threshold is set, results are reported without a pass or fail determination.
Participants who meet the completion criteria receive a Knull certificate of completion recording the programme, dates, duration, content covered and, where assessed, the assessment outcome. Knull does not award accredited or regulated qualifications and does not hold third-party training accreditation. Attendance and assessment records are retained under the engagement terms and provided to the client with the completion report.
| Component | Weighting | Basis |
|---|---|---|
| Baseline and post assessment | 30% | Knowledge and judgement instrument administered before and after, reported as learning gain. |
| Assessed practical exercise | 40% | A task completed using the tools, marked on output quality, verification evidence and boundary compliance. |
| Task redesign | 30% | Suitability judgement, placement of control points, realism and quality of the resulting process. |
Next step
Make it fit your organisation
Dates, cohort, format and fees are agreed in a proposal once scope is defined. To register interest in a closed cohort, use a corporate booking request — Knull reviews every request; it is not a confirmed reservation.
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Discuss this programme for your organisation
Tell us about your priorities, capability gaps or business challenges. We'll help identify an appropriate next step.