189 - The Invisible Intelligence Gap

About this episode

The episode discusses the concept of the Invisible Intelligence Gap and how it affects the perceived value of analytics products.

I’ve worked with a lot of teams building analytics and insights products and decision-support systems. The pattern I keep seeing isn’t that the math is wrong or the ML / AI models are weak. Much of the time, the technology is fine. The challenge is that all that [not always artificial!] intelligence is not surfacing as value to your customer. Dashboards look impressive. AI features demo well. Pilots get strong reactions. And then… usage stalls. Sales cycles drag. Teams quietly revert to spreadsheets. Buyers, or rather, prospective buyers, say they “like the vision,” but deals don’t move into the “closed” stage. If your gut tells you the primary blocker is not your sales process, pricing/packaging, procurement, data quality, or risk/compliance, then you may be suffering from what I call the Invisible Intelligence Gap. Your product’s intelligence simply isn’t visible to them. Three forces tend to amplify this gap. First, the value translation gap, which is when buyers and users can’t easily connect insights to their own goals. Second is the workflow alignment gap resulting from the product not fitting how work actually gets done. Third, the trust and control gap involves users…

People in this episode

Host: Brian T. O’Neill

Topics covered

• analytics
• insights products
• decision-support systems
• Invisible Intelligence Gap
• value translation
• workflow alignment
• trust and control

Keywords

• analytics
• AI
• machine learning
• value
• workflows
• trust
• insights

Mentioned in this episode

Organizations: Designing for Analytics

More episodes of Experiencing Data w/ Brian T. O’Neill

• 196 - The Unique Challenges and Solutions to Selling API-based Analytics and Intelligence Products · June 10, 2026 · 28 min
• 195 - Buyers Block: Why Your B2B Analytics or AI Product's POC Didn't Close · May 26, 2026 · 27 min
• 194 - AI for BI: Juan Sequeda on Preparing Your Analytics to Work With LLMs · May 12, 2026 · 50 min
• 193 - Faster…or Better? Creating Value with Blue Ocean Thinking and AI-Powered Product Development · April 28, 2026 · 24 min
• 192 – Product Usage Does Not = Value: Why “Adoption” Metrics Are Misleading You · April 15, 2026 · 47 min
• 191 - Turning Agents into Software that Sells [Smarter!] with Zig.ai CEO Steve Ancheta · April 1, 2026 · 43 min