Accelerated Innovation

Actioning EDD Driven Themes

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Actioning EDD Driven Themes

Description

This capability focuses on turning prioritized Evaluation Driven Development (EDD) themes into concrete changes that improve GenAI solutions. It involves embedding insights into delivery workflows, tracking resolution progress, and ensuring updates are tested, validated, and communicated effectively across teams.

Why it's Important

Identifying and prioritizing themes from EDD data is only valuable if those insights lead to meaningful change. Many organizations struggle to close the loop. EDD feedback may be analyzed but never acted upon, or actions may be taken without traceability. Actioning EDD-driven themes ensures that solution improvements are based on real user signals, not assumptions. It helps teams deliver measurable impact, reduce experience gaps, and continuously enhance performance with speed and confidence.

Why it's Challenging @ Scale

  • Gaps between insights and execution: Teams may uncover valuable themes but struggle to convert them into specific backlog items or solution updates.
  • Unclear ownership: It’s often unclear who is responsible for resolving specific themes, especially when they span multiple teams or domains.
  • Limited traceability: Without a way to track if and how themes are addressed, it becomes difficult to measure impact or close the feedback loop.
  • Lack of integration with delivery tools: EDD actions are often managed outside of standard sprint, release, or QA workflows.
  • Inconsistent testing and validation: Even when themes are addressed, updates may not be evaluated against the original problem or user signal.

Complexity

High: Maturing this capability requires operational discipline, connected systems, and clear accountability to ensure that insights lead to timely and validated improvements.

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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 hrs.) 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.
  • Create a Theme-to-Action Tracker: Build a simple tool or spreadsheet that links themes to owners, actions, and status.
  • Pilot a Sprint-Based Resolution Workflow: Choose a prioritized theme and embed its resolution into a formal sprint process.
  • Share a Theme Resolution Case Study: Document and circulate an example of a resolved theme, including user feedback and solution impact.
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:
  • Leveraging EDD to Optimize Your Solution Roadmap.
  • Leveraging Customer Data to Optimize Your Solution Roadmap.
  • Leveraging Adoption Data to Optimize Your Solution Roadmap.
  • Leveraging Product Economics Data to Optimize Your Solution Roadmap.
  • 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 resolved themes are currently tracked, validated, and communicated.
  • Define In-Scope Processes and Guardrails: Establish which types of themes must be formally actioned and how resolution should be handled.
  • Close Any Data or Measurement Gaps: Ensure there is a clear link between resolved actions and downstream impact on performance or experience.
  • 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: Roll out theme resolution workflows to solutions with the highest volumes of EDD insights.
  • Build Awareness and Finalize Enablers: Provide training, templates, and checklists for translating themes into backlog-ready actions.
  • Operationalize Your Comms Plan: Share updates on theme resolution progress across teams and stakeholders in a consistent, trackable format.
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
  • Standardize Theme-to-Action Workflows: Define consistent steps for translating prioritized themes into backlog items, fixes, or design updates.
  • Create Resolution Documentation Templates: Provide teams with formats for capturing what action was taken, why, and how it was validated.
  • Incorporate Theme Closure into QA Reviews: Ensure solution QA includes checks for whether top themes have been addressed and resolved.
  • Accelerate Your Adoption: Intensify efforts to embed GenAI across your organization by expanding use cases, increasing user engagement, and removing adoption barriers
  • Track Theme Resolution Rates Across Solutions: Monitor how many themes are resolved over time and identify bottlenecks in the process.
  • Enable Self-Service Tracking and Reporting: Provide dashboards that allow teams to view theme status and history in real time.
  • Link Resolution to Team Goals and Metrics: Connect actioning EDD themes to KPIs such as NPS, CSAT, or time-to-resolution to reinforce accountability.
  • Celebrate Your Wins: Publicly acknowledge team accomplishments to build and sustain adoption momentum
  • Highlight Resolved Themes and Impact Stories: Share examples of how acting on feedback led to measurable improvements.
  • Include Theme Outcomes in Team Reviews: Make theme resolution a visible part of team retrospectives or leadership updates.
  • Recognize Contributors to Theme Execution: Celebrate team members who drive high-quality follow-through on EDD insights.
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
  • Integrate Theme Actions into Delivery Pipelines: Ensure prioritized themes automatically flow into sprint, release, or deployment workflows.
  • Track Progress in Unified Delivery Dashboards: Create visibility into open, in-progress, and closed themes across all product lines.
  • Embed Resolution Requirements into QA and Design: Make theme resolution criteria a standard part of release readiness or UX sign-off.
  • Leverage Automation: Use GenAI-powered tools and workflows to streamline repetitive tasks, enhance operational efficiency, and reduce manual effort
  • Auto-Generate Backlog Items from Themes: Use tools to convert EDD insights into draft tickets or user stories for team review.
  • Use Bots to Monitor and Nudge Progress: Deploy automated reminders when theme actions stall or deadlines are missed.
  • Integrate Status Updates Across Platforms: Sync theme status between issue trackers, dashboards, and team communication tools.
  • Evolve & Further Accelerate: Continuously refine GenAI strategies based on insights and outcomes, while expanding into more complex or high-impact use cases
  • Refine How Impact Is Measured Post-Resolution: Evolve how you quantify the effectiveness of completed actions tied to EDD themes.
  • Extend Actioning Frameworks Across Modalities: Ensure voice, video, or multimodal feedback leads to follow-through just like text-based themes.
  • Benchmark Theme Execution Velocity: Track how long it takes teams to act on top themes and share performance insights across the organization.

Key "Watchouts"

As you take action you’ll want to avoid:

  • Letting themes pile up without ownership: Unassigned or unactioned themes quickly erode trust in the EDD process.
  • Addressing themes with shallow fixes: Superficial changes may not resolve the root issue identified in the feedback.
  • Failing to communicate what was done: Users and internal teams may not know their feedback was acted on unless outcomes are shared.
  • Treating actioning as one-off work: Theme execution should be continuous, not limited to a quarterly project or campaign.
  • Isolating actioning from measurement: If you don’t track results, you can’t prove or improve the value of your response.

Targeted Benefits

While Actioning EDD Driven Themes can be challenging, its benefits are clear and compelling, including:

  • Faster iteration with user-aligned priorities: Teams focus on fixing what users actually care about.
  • More impactful GenAI improvements: Solutions evolve based on real signals, not assumptions or guesswork.
  • Clearer ROI from EDD analytics: Demonstrates that insights lead directly to outcomes.
  • Increased cross-team accountability: Visibility and shared processes ensure themes don’t fall through the cracks.
  • Greater user trust and satisfaction: Acting on feedback shows commitment to listening, improving, and delivering value.

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Eddie
Accelerated Innovation

Hi, I'm Eddie 👋

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