Media & Speaker Brief: Heather Fricke on the Human-AI Understanding Gap

The story

Humans keep giving AI words and assuming the meaning arrived with them. It did not.

Heather Fricke, founder of Frick-E Energy™, works on the human-AI understanding gap: what gets lost between the reality a human is carrying and the meaning a machine reconstructs from the language and context it receives.

Why it matters now

AI is moving into search, shopping, work, recommendations, communication and autonomous action. A misunderstanding that once produced an irritating paragraph can increasingly affect discovery, opportunity, customer decisions and real-world actions.

Fricke's core concepts

Human Algorithm™: the lived human logic beneath the words, including experience, values, memory, pattern recognition, emotional associations, priorities and stakes.

Promptology™: the process of exposing enough of that human meaning, testing how AI interpreted it, correcting the interpretation and building sufficient shared meaning before trusting output.

Machine-Readable Authority™: one public and commercial application of the same understanding problem, helping systems correctly identify, attribute, distinguish and route people toward the right human, company, evidence, offer and next action.

The human story

Fricke's work is grounded in a very human reality: capable people are constantly expected to operate inside systems they were never taught how to navigate. Her small-business mission is keeping ordinary businesses from becoming collateral damage as machines increasingly mediate how people discover, understand and choose them.

Interview questions

What does AI actually receive when a human believes they have explained themselves? Why can a technically correct answer still be humanly wrong? What is the Human Algorithm™ beneath language? Why is correction part of collaboration rather than evidence that collaboration failed? What happens when machine interpretation starts affecting who gets found, trusted and chosen? How can ordinary businesses learn this without becoming technology companies?

Heather Fricke | Founder, Frick-E Energy™ | Heather@FrickeEnergy.com