Accelerated Innovation

Understanding Your GenAI Users’ Critical Problems

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Understanding Your GenAI Users' Critical Problems

Description

Understanding Your Customers’ Problems is the foundation of successful GenAI solution design. This capability focuses on identifying real pain points, challenges, and unmet needs that customers experience in their daily tasks, workflows, or strategic goals. It ensures that GenAI solutions are developed to address genuine issues, not just to showcase technical capabilities.

Why it's Important

Without a clear understanding of customer problems, GenAI solutions risk solving the wrong challenges. This leads to wasted resources, low adoption, and limited impact. By focusing on real-world user needs, organizations can ensure their GenAI investments deliver tangible value. This alignment drives better outcomes for both the business and its customers, fostering trust, loyalty, and long-term engagement. Additionally, deeply understanding customer problems enables continuous innovation as teams uncover evolving needs and new opportunities for GenAI to create impact.

Why it's Challenging @ Scale

  • Information silos across teams: Customer insights are often fragmented across departments, making it difficult to develop a unified understanding of user challenges.
  • Shifting user needs and contexts: Customer problems evolve over time, requiring continuous research to keep insights current and relevant.
  • Bias in internal assumptions: Teams may rely too heavily on their own perspectives or existing knowledge, missing critical user pain points.
  • Limited access to direct user input: In large organizations, product and AI teams may struggle to regularly engage with real users, creating gaps in empathy and understanding.
  • Balancing detail with scalability: Capturing deep, qualitative insights while maintaining scalable processes is difficult, especially when supporting multiple products or customer segments.

Complexity

High: Achieving mastery in this capability requires cross-functional collaboration, continuous user engagement, and the ability to synthesize both qualitative and quantitative data into actionable insights.

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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 build foundational knowledge of customer-centric GenAI solution design.
  • 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 better understand and address customer problems in your 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: Click here to explore specific Areas of Focus:
  • User Interviews: Conduct 3-5 direct user interviews to validate assumptions about customer problems.
  • Jobs-to-Be-Done Workshop: Facilitate a mini workshop to reframe identified challenges from the customer’s perspective.
  • Prototype Feedback Loop: Launch a lightweight feedback loop for GenAI prototypes to collect early user insights.
To move from Experimenting to Lifting-Off, prioritize the following actions:
  • 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: Review how effectively you are identifying and prioritizing customer problems across pilot GenAI solutions.
  • Define In-Scope Processes and Guardrails: Document where and how customer problem discovery is required within each workflow.
  • Close Any Data or Measurement Gaps: Ensure you are collecting structured data on customer pain points to inform future refinements.
  • 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: Prioritize expansion of customer discovery practices across high-impact use cases.
  • Build Awareness and Finalize Enablers: Provide teams with customer discovery playbooks, templates, and training resources.
  • Operationalize Your Comms Plan: Establish regular communication about customer insight learnings and updates.
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 Problem Discovery Guidelines: Publish clear methods for identifying and validating customer problems across all GenAI initiatives.
  • Build Repeatable Discovery Templates: Create reusable templates for interviews, journey mapping, and problem framing exercises.
  • Integrate Discovery into Agile Workflows: Embed customer problem checks into sprints, standups, and design reviews.
  • Accelerate Your Adoption: Intensify efforts to embed GenAI across your organization by expanding use cases, increasing user engagement, and removing adoption barriers.
  • Expand Problem Discovery Across Teams: Extend structured customer engagement and insight gathering to additional business units.
  • Equip Teams with Discovery Tools: Provide guides, toolkits, and sandboxes for practicing customer problem discovery techniques.
  • Conduct Regular Insight Reviews: Establish recurring reviews to align new solution ideas with validated customer needs.
  • Celebrate Your Wins: Publicly acknowledge team accomplishments to build and sustain adoption momentum.
  • Spotlight Exemplary Problem Discovery Practices: Highlight cases where customer insight led to meaningful GenAI solution improvements.
  • Share Before-and-After Examples: Showcase how problem understanding changed the design or focus of GenAI solutions.
  • Recognize Discovery Champions: Acknowledge team members who excel in surfacing and framing customer problems.
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 Customer Problem Discovery into Tools: Integrate discovery prompts and checklists directly into product and solution design platforms.
  • Provide Real-Time Insight Capture: Use plug-ins or co-pilots to collect and surface customer problems during day-to-day operations.
  • Harmonize Discovery Across Journeys: Ensure consistent problem discovery practices across all touchpoints and user journeys.
  • Leverage Automation: Use GenAI-powered tools and workflows to streamline repetitive tasks, enhance operational efficiency, and reduce manual effort.
  • Automate Customer Feedback Analysis: Use AI to categorize and summarize customer feedback into problem statements.
  • Suggest Opportunity Areas Automatically: Provide teams with automated prompts highlighting emerging customer pain points.
  • Train Models on Customer Problem Data: Continuously fine-tune GenAI models using validated customer challenges to improve solution alignment.
  • Evolve & Further Accelerate: Continuously refine GenAI strategies based on insights and outcomes, while expanding into more complex or high-impact use cases.
  • Refresh Discovery Practices Based on Usage Data: Update customer problem discovery methods based on lessons learned from real-world deployments.
  • Extend Discovery to New Modalities: Apply problem identification techniques to multimodal experiences, including audio, video, and immersive GenAI solutions.
  • Benchmark Problem Alignment vs. Peers: Use competitive analysis to assess how effectively your solutions solve the most critical customer challenges compared to industry leaders.

Key "Watchouts"

As you take action you’ll want to avoid:

  • Solving for assumed problems: Basing GenAI solutions on internal guesses rather than verified customer pain points leads to poor adoption.
  • Overcomplicating discovery methods: Excessively complex research processes can slow down teams and discourage consistent use.
  • Neglecting continuous discovery: Customer needs evolve over time-treating discovery as a one-time task risks falling behind.
  • Failing to close the loop: Collecting insights without feeding them back into design and development limits real impact.
  • Applying discovery unevenly: Using problem discovery in isolated pilots without scaling it across all GenAI initiatives leads to inconsistent results.

Targeted Benefits

While Understanding Your GenAI Users’ Critical Problems can be challenging, its benefits are clear and compelling, including:

  • Stronger product-market fit: Solutions are tightly aligned to real customer needs, increasing adoption and satisfaction.
  • Faster time-to-value: Teams prioritize the most critical problems first, accelerating meaningful GenAI impact.
  • Increased innovation opportunities: Deep user insight reveals unmet needs and opens new avenues for GenAI applications.
  • Better cross-functional collaboration: Shared understanding of customer problems aligns teams across business and technical functions.
  • Sustainable competitive advantage: Organizations that master problem discovery consistently deliver solutions that outperform the market.

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Eddie
Accelerated Innovation

Hi, I'm Eddie 👋

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