To avoid pursuing low-value AI initiatives, use the RICE scoring method (Reach, Impact, Confidence, Effort). This product management framework helps teams quantify and rank potential projects, ensuring resources are allocated to initiatives with the highest potential return on investment.

To find high-impact AI opportunities, reframe the goal from speed to quality. Ask what a perfect team with unlimited time would do. This helps identify transformative workflows, like analyzing every support ticket to improve documentation, rather than just doing existing tasks faster.

To avoid "innovation theater," front-load the financial viability assessment to the very first stage gate. By asking about margins and P&L impact upfront, companies can kill 80% of unworkable, buzzword-driven projects before investing significant time and emotional energy.

To avoid generic brainstorming outcomes, use AI as a filter for mediocrity. Ask a tool like ChatGPT for the top 10 ideas on a topic, and then explicitly remove those common suggestions from consideration. This forces the team to bypass the obvious and engage in more original, innovative thinking.

As AI automates routine tasks, employees will gain free time. Instead of letting this turn into busywork, leaders should create an 'innovation sandbox'—a backlog of prioritized, strategic projects—that employees can immediately begin working on to drive growth.

A simple 2x2 framework can clarify project strategy. Plot ideas on axes of internal team passion and external market evidence. This creates four quadrants: Kill (low/low), Find a Champion (low passion/high evidence), Sandbox (high passion/low evidence), and Scale (high/high), providing a clear path for each initiative.

To find valuable AI use cases, start with projects that save time (efficiency gains). Next, focus on improving the quality of existing outputs. Finally, pursue entirely new capabilities that were previously impossible, creating a roadmap from immediate to transformative value.

To manage its internal idea-sourcing platform, Walmart requires employees to align submissions with one of five core strategic intents. This simple filter streamlines intake, prevents an influx of irrelevant ideas, and ensures that even disruptive concepts support the company's overall direction.

When narrowing down ideas, replace generic dot-voting with prompts tied to strategic goals. Ask participants to vote based on criteria like "potential to generate X million in revenue" or "ability to increase customer retention." This ensures the winning ideas directly address core business objectives.