AiOS→HR / People→Develop & Grow→HR12
Learning & Development Planning
Translate capability gaps and role aspirations into a prioritized learning plan with targeted development actions.
Translating capability gaps into targeted development actions closes skill shortfalls faster and increases return on learning investment.
GenAI Impact
52%
Faster
2.6
Hours saved
5.1
Hours without AI
Based on: 1 employee development plan mapped to capability gaps
Enforcing sequential gap framing, option mapping, and fit evaluation before plan drafting ensures every development action traces to a documented capability gap, preventing the common manual shortcut of prescribing familiar training without systematic evidence of fit.
The workflow's mandatory redaction checklist and restricted-access controls prevent sensitive employee career aspirations and personal health or family details from being exposed to unapproved GenAI tools during development planning.
Before You Start
This workflow processes capability gap assessments, employee career aspirations, and development preference notes. Do not paste these inputs into public or unapproved GenAI tools.
GenAI may recommend development actions misaligned with documented gaps or suggest unavailable resources. Verify every recommendation traces to a specific capability gap before finalising the plan.
Who's Involved
Manager
Validates development priorities and approves the final learning plan for the employee.
L&D Specialist
Reviews development recommendations for resource availability and alignment with organisational capability needs.
Execution Steps
Before you start
Data Handling: Redact any personal health, family, or financial details from the employee's development preferences before including in the prompt context.
Inputs
Prompt
Structure capability gaps into prioritised development objectives
CONTEXT You will be provided with the following source documents: 1. Capability Gap Summary 2. Employee Development Preferences 3. Development Resources Catalogue TASK Transform each capability gap into a structured development objective. Prioritise objectives based on gap severity and alignment with the employee's career direction. Produce a Prioritised Development Objectives table. OUTPUT FORMAT Begin with a one-sentence summary stating the total number of objectives and overall development urgency ([High / Moderate / Low]). Then produce a markdown table with these columns: - **Objective ID** — sequential (OBJ-1, OBJ-2...) - **Source Gap** — Gap ID from the Capability Gap Summary - **Capability Area** — the skill or competency to develop - **Objective Statement** — one sentence describing the desired development outcome - **Career Alignment** — how the objective supports the employee's stated aspirations - **Priority** — [High / Medium / Low] based on gap severity and career alignment CONSTRAINTS Do not invent gaps not present in the Capability Gap Summary. Do not recommend specific training products or vendors. Do not include employee names or identifying information in the output.
Outputs
Verification: Verify that every development objective traces to a documented gap — GenAI may infer needs not supported by the assessment.
Before you start
Inputs
Prompt
Match development objectives to available learning approaches
CONTEXT You will be provided with Prioritised Development Objectives and a Development Resources Catalogue listing available learning options within your organisation. TASK For each development objective, identify relevant learning options from the catalogue and standard development approaches that could address the capability gap. Produce a Development Options Map linking objectives to possible actions. OUTPUT FORMAT Produce a markdown table with these columns: - **Objective ID** — matches the Prioritised Development Objectives - **Option Type** — [Formal Training / Coaching / Mentoring / Stretch Assignment / Self-Directed Learning / Peer Learning] - **Option Description** — one sentence describing the specific action - **Source** — [Catalogue / Generic] indicating whether the option comes from the provided resources or is a standard development approach - **Estimated Effort** — [Low / Medium / High] based on time and commitment required - **Fit Rationale** — one sentence explaining why this option addresses the gap Include two to three options per objective where possible. If no catalogue match exists, provide at least one generic option. CONSTRAINTS Do not fabricate catalogue entries not in the provided resources. Do not recommend options requiring resources unavailable to a typical practitioner. Do not include cost estimates — those are outside the scope of this workflow.
Outputs
Verification: Verify that catalogue-sourced options actually exist in the provided resources — GenAI may hallucinate programme names or descriptions.
Before you start
Inputs
Prompt
Outputs
Verification: Verify that option rankings are consistent with relevance and effort-to-impact ratings — GenAI may rank familiar option types higher regardless of fit.
Before you start
Inputs
Prompt
Outputs
Before you start
Inputs
Prompt
Outputs
Reference
Guardrails
- Gap-Linked Actions Only — Every development action must trace to a documented capability gap — do not include generic training that lacks a clear gap rationale.
- Practical Over Aspirational — Prioritise development actions the employee can realistically start within the plan period over long-term aspirational programmes.
- Evidence Before Prescription — Complete gap framing and option evaluation before producing recommendations to avoid anchoring on pre-selected solutions.
Pitfalls
- Accepting AI-suggested training programmes without verifying they exist in your organisation's available resources.
- Pasting employee career aspirations containing personal health or family information into the GenAI prompt without redaction.
- Letting the AI produce a generic learning plan that lists development categories without tying each action to a specific capability gap.
- Skipping the option evaluation step and jumping directly from gaps to a plan, missing better-fit development alternatives.
Definition of Done
- Every development action in the learning plan traces to a specific capability gap from the input gap summary.
- The plan assigns a concrete development action type and time horizon to each priority gap.
- No recommended action references a specific vendor, product, or programme not present in the development resources catalogue.
- The targeted learning plan covers all high-priority gaps and provides clear rationale for any deprioritised items.
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AGASI AiOS · HR12 v1.0 · Apr 8, 2026