Accelerated Innovation

Defining Clear Action Plans from Evaluation Insights (EDD)

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Defining Clear Action Plans from Evaluation Insights (EDD)

Description

This capability focuses on translating evaluation findings into clear, actionable steps that guide GenAI solution improvement. It includes prioritizing insights, defining changes to be made, assigning ownership, and embedding EDD action planning into development workflows.

Why it's Important

Even the most advanced evaluation methods provide limited value if their insights are not turned into clear action. Without structured EDD action plans, teams may overlook critical issues, repeat avoidable mistakes, or stall in ambiguous next steps. Establishing this capability ensures that evaluation outputs directly inform GenAI solution tuning, help teams respond to gaps in quality or readiness, and drive measurable improvements. Well-defined action planning also enables faster feedback cycles, better cross-functional alignment, and more predictable progress toward solution goals.

Why it's Challenging @ Scale

  • Unclear link between insights and actions: Teams may collect evaluation data but struggle to determine what actions to take in response.
  • Lack of shared ownership: Without clear roles, evaluation insights may sit unused or bounce between teams.
  • Overwhelming volume of feedback: Teams may face a flood of issues and fail to prioritize what matters most.
  • Siloed planning processes: Evaluation insights are often disconnected from product roadmaps and delivery cycles.
  • Inconsistent action formats: Without a standard way to define or track evaluation-driven actions, follow-through is difficult.

Complexity

High: Maturing this capability requires linking evaluation tools with backlog management, establishing decision frameworks for translating insights, and training teams on how to operationalize evaluation findings.

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Taking Action

Though most organizations begin their GenAI journey with significant knowledge gaps, there are targeted actions that can be taken to accelerate the process. Select your group’s current maturity, based on your assessment results, and act today.

The most important part of any journey is starting… To move from “Exploring” to “Experimenting”, focus on the following key actions:
  • Explore Key Concepts & Best Practices: Complete the Evaluation Driven Development for High-Impact GenAI Solutions workshop (2 hours) to understand foundational key concepts and explore applied best practices.:
  • Framing the role of evaluation in GenAI development.
  • Understanding key EDD concepts and benefits.
  • Linking EDD to risk mitigation and solution quality.
  • Identifying where and when to use EDD.
  • Planning your EDD implementation strategy.
  • Define Your Action Plan: Outline concrete, prioritized steps your organization will take to implement GenAI strategy.:
  • Align on your current state and define your target state.
  • Create an actionable enablement plan.
  • Define target timeline and measures of success.
  • Deliver Quick Wins: Small, high-impact GenAI projects that can demonstrate tangible value in a short time frame.:
  • Pilot an Evaluation-to-Action Workflow: Select 1-2 use cases and document how evaluation findings lead to specific backlog items.
  • Build a Template for EDD Action Items: Standardize how insights are turned into action by creating reusable planning formats.
  • Run a Cross-Functional Insight Review: Bring together evaluation, product, and delivery teams to align on next steps from test results.
To move from Experimentation to “Lifting-Off”, prioritize the following actions:
  • Complete one or more of our Deep Dive Courses: Begin exploring key concepts and best practices, including::
  • Selecting Your EDD Methodology.
  • Defining Your EDD Action Plan & DoR Measures.
  • Curating Your EDD Data.
  • Configuring Your EDD Solution.
  • Executing & Analyzing Your EDD Results.
  • Optimizing Iterating Your Results.
  • Leveraging EDD to Monitor & Govern Your GenAI Solution.
  • Nail It Before You Scale It: Assess and optimize your solution or process before adopting it at scale:
  • Assess Your Proposed Solution or Process: Review how evaluation insights are currently captured and translated into next steps.
  • Define in-scope Processes and Guardrails: Create clear criteria for which insights require action and how decisions are made.
  • Close any Data or Measurement Gaps: Ensure you’re collecting the context needed to act confidently on evaluation results.
  • Define Your Adoption & Scaling Plan: Create a structured roadmap for how GenAI solutions will be rolled out across teams, workflows, or business units:
  • Define Your Phased Implementation Plan: Integrate EDD action planning into delivery cycles by team or use case tier.
  • Build Awareness and Finalize Enablers: Equip teams with templates, success metrics, and examples for turning insights into plans.
  • Operationalize Your Comms Plan: Communicate how evaluation results will shape priorities, product updates, or readiness gates.
To move from Lifting-Off to “Accelerating”, prioritize the following actions:
  • Formalize Your Best Practices: Document and standardize what’s working to ensure consistent, scalable success across teams and use cases:
  • Publish a Standard EDD Action Plan Format: Ensure teams document actions in a consistent, traceable way across GenAI use cases.
  • Integrate Action Planning into Evaluation Tools: Allow users to tag or assign follow-up directly from within EDD platforms.
  • Link Actions to Readiness Gates: Tie action plan completion to promotion or release decisions.
  • Accelerate Your Adoption: Intensify efforts to embed GenAI across your organization by expanding use cases, increasing user engagement, and removing adoption barriers:
  • Assign Cross-Functional Action Leads: Designate individuals to own follow-through for insights across teams.
  • Create a Central EDD Action Dashboard: Track open actions, owner assignments, and impact from one place.
  • Automate Action Item Creation: Generate templated tickets or work items based on specific evaluation triggers.
  • Celebrate Your Wins: Publicly acknowledge team accomplishments to build and sustain adoption momentum:
  • Highlight Completed Action Loops: Showcase where evaluation led to actions and measurable improvements.
  • Share Action Plan Templates Across Teams: Promote consistent use of high-impact formats.
  • Recognize Rapid Response Efforts: Acknowledge teams that quickly addressed evaluation feedback in production.
The “Accelerating” stage represents “Target State” for many capabilities. “Breaking Away”, on the other hand, suggests that the specific Capability represents a clear competitive advantage for your business.
  • Streamline & Embed: Integrate GenAI into core workflows while eliminating friction points to make usage seamless and routine:
  • Embed EDD Action Workflows in Agile Processes: Automatically route evaluation findings into sprint planning or kanban flows.
  • Trigger Smart Recommendations Based on Findings: Use rules or AI to suggest actions tied to specific insight types.
  • Consolidate Actions Across Evaluation Sources: Centralize next steps from multiple methods and tools in one unified view.
  • Leverage Automation: Using GenAI-powered tools and workflows to streamline repetitive tasks, enhance operational efficiency, and reduce manual effort:
  • Auto-Generate Follow-Up Tasks: Use LLMs or templates to draft actions based on findings and historical responses.
  • Score and Prioritize Actions Automatically: Apply logic to rank actions based on severity, impact, or confidence.
  • Push Actions Directly into Dev Tooling: Sync approved action items into Jira, GitHub, or internal planning systems.
  • Evolve & Further Accelerate: Continuously refine GenAI strategies based on insights and outcomes, while expanding into more complex or high-impact use cases:
  • Refine Your Action Plan Library Over Time: Use outcomes to improve what types of actions are recommended.
  • Extend Planning to Non-Model Issues: Include actions related to data, UX, prompts, and workflow alignment.
  • Benchmark Action Closure Rates Across Teams: Track responsiveness to evaluation insights across business units.

Key "Watchouts"

As you take action you’ll want to avoid:
  • Treating insights as optional: Failing to follow through on evaluation results undermines trust in the process.
  • Creating vague or generic actions: Action items that lack clarity, ownership, or deadlines rarely lead to change.
  • Overloading teams with tasks: Without prioritization, action lists can grow unmanageable.
  • Ignoring root cause context: Jumping to fix symptoms instead of investigating deeper causes.
  • Failing to track impact: Without visibility into what actions achieved, learning and improvement are limited.

Targeted Benefits

While Defining Clear Action Plans from Evaluation Insights (EDD) can be challenging, its benefits are clear and compelling, including:

  • Faster improvement cycles: Evaluation leads directly to solution tuning and enhancement.
  • Stronger accountability: Ownership and visibility drive execution of key actions.
  • Reduced rework and risk: Systematic responses help prevent repeated errors or blind spots.
  • Increased organizational learning: Teams gain insight into what actions lead to impact.
  • Higher-performing GenAI solutions: Clear, informed action planning drives sustained gains in quality and readiness.

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Eddie
Accelerated Innovation

Hi, I'm Eddie 👋

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