Good business leaders care about how learning is helping the business.
Training records establish who participated and what they completed. Assessing the difference a particular training initiative made requires examining capability, workplace behaviour and relevant business results.
These four AI prompts help you review your reporting, agree an evaluation plan, investigate compliance risk and prepare a concise impact brief for leaders.
They are part of our AI prompts for L&D outcomes collection. Use them with your organisation’s approved AI tool, adding the evidence available to you and checking how the response interprets it.
Find The Activity Trap in your reporting
An L&D report can contain plenty of accurate information while leaving leaders unsure what to do next. Completion rates, attendance and learning hours describe activity, but the connection to workplace performance may remain unclear.
Kallidus calls this The Activity Trap: measuring learning activity without establishing what changed for people, customers or the business.
This prompt helps you examine what your current metrics demonstrate and identify practical improvements to your report.
What to gather: Your business priorities, current L&D report and the metrics it contains.
Copy and paste this prompt:
Review our L&D reporting for signs of The Activity Trap: measuring effort and participation without establishing what changed.
Our business priorities: [insert].
Our current report and metrics: [paste].
Classify each metric as learning activity, demonstrated capability, workplace behaviour or business outcome. Identify what our evidence supports and where we are overstating impact.
Propose three improvements to the report. For each, explain the business question it would answer, the evidence required, the data owner and the decision it would inform. Preserve required compliance records and flag missing information.
How to use the response: Check the classifications against what each measure actually captures. Discuss the proposed improvements with the people who use the report and agree which would support a useful decision. Keep required records and make gaps in the evidence visible.
Agree the evidence with business leaders
Some of the evidence needed to assess learning’s contribution sits outside the learning platform. HR may hold retention figures, operations may track errors or productivity, and sales may own revenue measures.
Accessing and interpreting that information requires agreement with the people responsible for it. Establishing that agreement before a programme begins gives everyone a clearer understanding of success, responsibilities and review dates.
What to gather: The programme’s intended outcome, relevant stakeholders and the data systems or measures available.
Copy and paste this prompt:
Help me agree an evaluation plan with the business stakeholders before this programme begins.
Programme and intended outcome: [insert].
Stakeholders and available data systems: [insert].
Create a meeting agenda and a measurement agreement covering the existing business KPI, metric definition, baseline, target, data owner, access required, review dates and responsibilities.
Identify other changes that could influence the result. Suggest a feasible comparison approach where possible, and explain what conclusions the evidence could support.
Finish with the decisions and commitments we need from leaders to make evaluation workable.
How to use the response: Use the draft to guide a stakeholder discussion. Confirm that the proposed data exists, the definitions are understood and the owners can provide it at the required times. Agree how other changes affecting performance will be recorded and considered.
Check whether compliance learning changes risk
Compliance learning should help people make sound decisions and follow the procedures that keep an organisation safe. Assessing whether it is working means examining how people apply their learning and where mistakes or weaknesses persist.
Training records remain essential. Capability checks, workplace observations and operational evidence can add to the picture and help identify where further investigation is needed.
What to gather: The risk and relevant procedures, training and assessment records, audit findings, incidents and workplace observations.
Copy and paste this prompt:
Help me assess whether our compliance learning is influencing workplace risk.
Risk and relevant procedures: [insert].
Training records, assessments, audit findings, incidents and observations: [paste].
Map the intended learning to the behaviours and controls that should reduce this risk. Assess what our current evidence demonstrates and what remains unknown.
Recommend a proportionate measurement plan combining capability checks, workplace observations and relevant operational indicators. Account for exposure levels and changes in reporting behaviour when interpreting incident data.
Retain required training records. Do not claim that completions alone establish reduced risk.
How to use the response: Review the proposed behaviours, controls and measures with the relevant compliance or operational owner. Check how incident figures are being interpreted: changes in reporting, exposure or working conditions could affect the result. Agree which evidence would help you investigate further.
Answer the board’s ‘so what?’ question
At a budget review or leadership meeting, L&D needs to explain what the organisation gained from its investment. A credible account connects the original business problem to observed results and explains how learning may have contributed.
This prompt helps you bring the findings, costs, uncertainties and next decisions into a brief that leaders can use.
What to gather: The original business problem, intended outcome, baseline, results, costs and supporting evidence, alongside other relevant changes during the period.
Copy and paste this prompt:
Turn these programme results into a credible executive impact brief.
Original business problem and intended outcome: [insert].
Baseline, results, costs and supporting evidence: [paste].
Other changes during the period: [insert].
Write a brief of no more than 250 words explaining what changed, why it matters, how learning may have contributed, the limits of the evidence and the decision required next.
Use financial values only where the supplied data supports them. Separate observed results from estimates and hypotheses. If impact remains unproven, state what evidence we need next rather than filling the gap with participation figures.
How to use the response: Verify every figure and check whether the wording goes further than the evidence allows. Confirm the interpretation with the relevant data owners. Make the recommendation clear, including what leaders need to decide and what further evidence would reduce uncertainty.
Use the evidence to decide what happens next
Bring the findings back to the people responsible for the business result. Agree what the evidence supports, what still needs investigation and whether the programme should continue, change or stop.
If the findings raise questions about your priorities, use our AI prompts for training needs analysis and L&D planning. To turn identified needs into practical activities and manager support, explore our AI prompts for personal and team development plans.
Kallidus intelligence, or K.i, connects learning, skills and performance around your business goals. Explore how that shared context can help you examine development needs and connect learning to the improvements your organisation wants to see.
Or return to the full AI prompts for L&D outcomes collection.
Jace Allred
