Accelerated Innovation

Developing Actionable GenAI Customer Insights

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Developing Actionable GenAI Customer Insights

Description

Developing Actionable GenAI Customer Insights involves deeply engaging with customers in their real-world contexts to understand their tasks, motivations, and frustrations. This capability goes beyond surveys or data analysis. Teams observe, shadow, and interact directly with users to gather firsthand insights that drive GenAI design and development.

Why it's Important

Without a clear view of customer environments and needs, GenAI solutions risk solving the wrong problems or introducing unintended friction. Immersive research helps organizations capture the subtle nuances of user behavior, identify pain points that customers may not articulate, and uncover unmet needs. By embedding these insights into GenAI workflows, teams create solutions that are relevant, intuitive, and trusted. This approach also fosters empathy-driven innovation, leading to products that resonate more deeply with users and drive higher adoption rates.

Why it's Challenging @ Scale

  • Limited Research Bandwidth: Most organizations have small research teams, making it hard to conduct immersive studies across all GenAI initiatives.
  • Time-Consuming Methodology: Immersive research requires more time to plan, execute, and analyze compared to other user research approaches.
  • Access and Privacy Constraints: Observing users in real-world settings can raise legal, privacy, and logistical challenges that slow down research.
  • Actionability of Insights: Insights from immersive research can be difficult to translate into specific GenAI design changes without structured frameworks.
  • Keeping Pace with Change: User behaviors, needs, and environments evolve quickly, requiring organizations to continuously refresh their research efforts.

Complexity

High: Scaling immersive research requires dedicated resources, ongoing investment, and operationalized processes to embed insights into GenAI workflows.

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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 Understanding Your GenAI Customer with GenAI workshop (2 hours) to understand foundational key concepts and explore applied best practices.
  • Building GenAI-Driven Customer Segmentation Models.
  • Capturing User Needs through GenAI-Augmented Research.
  • Mapping Customer Journeys for GenAI Enablement.
  • Linking Customer Needs to GenAI Opportunities.
  • Defining Customer-Centric GenAI Value Propositions.
  • 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 Observational Research for GenAI Use Cases: Conduct a small-scale field study to observe real user interactions with current workflows.
  • Launch a GenAI Empathy Mapping Exercise: Create empathy maps to capture user emotions, tasks, and challenges during AI interactions.
  • Collect Feedback from Internal Stakeholders: Gather insights from customer-facing teams to identify hidden friction points in user experiences.
  • Complete one or more of our Deep Dive Courses: Begin exploring key concepts and best practices, including:
  • Prioritizing Your GenAI Use Cases
  • Segmenting Your GenAI Customers & Prospects
  • Understanding Your Customer’s Needs, Wants, and Barriers to Adoption
  • Defining Your Target GenAI User Experience
  • Nail It Before You Scale It: Assess and optimize your solution or process before adopting it at scale
  • Assess Your Proposed Solution or Process: Evaluate how immersive research is currently performed, identifying gaps in practice and coverage.
  • Define in-scope Processes and Guardrails: Establish clear procedures for when and how immersive research is conducted, ensuring compliance with privacy and ethical standards.
  • Close any Data or Measurement Gaps: Ensure consistent data capture of both observed behaviors and contextual factors to translate insights into GenAI design decisions.
  • 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: Sequence the expansion of immersive research practices to additional teams and customer segments based on priority use cases.
  • Build Awareness and Finalize Enablers: Share standardized research toolkits, templates, and consent guidelines to support team readiness.
  • Operationalize Your Comms Plan: Ensure teams know when and how to integrate immersive research insights into solution design, including feedback loops for continuous learning.
  • Formalize Your Best Practices: Document and standardize what’s working to ensure consistent, scalable success across teams and use cases.
  • Standardize immersive research methods and documentation templates to ensure consistency across GenAI projects.
  • Build repeatable insight-to-action workflows that translate customer observations into design and development requirements.
  • Integrate research findings into agile backlogs, ensuring customer insights inform iterative GenAI development cycles.
  • Accelerate Your Adoption: Intensify efforts to embed GenAI across your organization by expanding use cases, increasing user engagement, and removing adoption barriers.
  • Expand immersive research practices beyond initial pilots to cover more customer journeys and user scenarios.
  • Equip teams with training and resources to independently conduct lightweight immersive research activities.
  • Launch regular “Customer Experience Days” to maintain direct engagement between GenAI teams and real users.
  • Celebrate Your Wins: Publicly acknowledge team accomplishments to build and sustain adoption momentum.
  • Showcase success stories where immersive research directly influenced GenAI solution improvements.
  • Share before-and-after examples of how GenAI solutions evolved based on real user observations.
  • Recognize individuals and teams who champion immersive research and customer-driven innovation.
  • Streamline & Embed:
  • Automate Research Capture: Integrate tools that passively collect customer interaction data during everyday workflows to eliminate manual data gathering.
  • Embed Research Touchpoints: Bake customer insight collection into regular team activities, such as quarterly planning and product iteration cycles.
  • Integrate Insights into Decision Hubs: Ensure research findings flow directly into strategy, design, and development forums to speed up action.
  • Leverage Automation:
  • Deploy AI-Powered Analysis: Use GenAI and advanced analytics to automatically summarize qualitative and quantitative findings from multiple research channels.
  • Automate Customer Feedback Loops: Set up continuous listening programs that proactively surface changes in customer sentiment or emerging needs.
  • Trigger Real-Time Recommendations: Connect research insights to adaptive playbooks that recommend immediate action for frontline teams.
  • Evolve & Further Accelerate:
  • Expand to New Contexts: Apply immersive research techniques to new geographies, segments, and emerging markets to capture early signals of change.
  • Run Predictive Research Scenarios: Use modeling to anticipate future customer behaviors and stress-test potential strategies.
  • Continuously Recalibrate Methods: Regularly refine immersive research approaches based on new technology capabilities and shifting customer expectations.

Key "Watchouts"

As you take action you’ll want to avoid:

  • Unfocused Research Objectives: Conducting immersive research without a clear purpose leads to ambiguous findings that are hard to action.
  • Overextending Research Teams: Scaling immersive research too quickly can strain limited UX or research resources and reduce quality.
  • Neglecting Legal and Privacy Protocols: Failing to secure participant consent and manage data responsibly creates compliance risks.
  • Not Embedding Research into Development: Collecting insights without structured processes to integrate them into GenAI workflows wastes effort.
  • Treating Research as a One-Time Event: Immersive research must be ongoing to keep pace with evolving customer needs and expectations.

Targeted Benefits

While Developing Actionable GenAI Customer Insights can be challenging, its benefits are clear and compelling, including:

  • Deeper Customer Insight: Captures real-world behaviors and pain points that surveys or analytics often miss.
  • Simplified GenAI Experiences: Leads to solutions that are intuitive, relevant, and aligned with how customers actually work.
  • Improved Feature Prioritization: Helps teams focus on capabilities that directly address user needs and drive adoption.
  • Stronger Team Alignment: Creates shared understanding across product, design, and engineering through direct customer exposure.
  • Higher Trust and Engagement: Builds solutions that resonate with users, fostering trust and increasing usage rates.

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Eddie
Accelerated Innovation

Hi, I'm Eddie 👋

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