Recognition is not enough.
ToastDeck is a performance-systems company. We study the gap between recognition and action — in humans, and in AI systems — and we build systems around it.
Recognition → Recall → Execution.
In high-stakes environments, people fail not because they lack knowledge, but because they cannot retrieve and apply it under pressure. The gap between “I know this” and “I can do this” under pressure is exactly where training quality lives.
ToastDeck trains all three layers and measures all three under pressure.
Recognition ≠ Selection.
AI systems identify, represent, and rank — and decide whether a business will be included in AI-generated recommendations. A business can be recognized, pulling strong signals — and still be excluded when a user asks for a recommendation.
These sound like different problems. They are not. They are the same gap in different environments. ToastDeck studies that gap and builds systems around it.
What we are studying.
- RECRecognition — Can AI identify what is visible? 89%
- ACCAccuracy — Is the business represented correctly? 70%
- AUTHAuthority — Is the source credible enough to influence? 54%
- SELSelection — Is the business actually recommended? 9%
The B2Ai Thesis.
Business-to-AI Intelligence. The upstream business layer between humans and AI systems. Visibility to AI is not the same as being selected by AI.
Recognition ≠ Selection
Why businesses that are visible to AI systems are still excluded from AI-generated recommendations — and the framework for diagnosing and correcting the gap.
Author: Ernest D. Johnson · ToastDeck Research · Working Paper v2.6.1
- 01Define your AI selection baseline — where do you currently land in AI-generated results?
- 02Run the SOMAR diagnostic — Recognition, Accuracy, Authority, Selection.
- 03Identify the failure mode — which of the six failure patterns is suppressing selection?
- 04Apply the eight-layer framework — structured remediation by layer.
- 05Measure delta — re-test at 30, 60, and 90 days.
Request a pilot briefing or try the method.
Chamber and economic-development groups start with a briefing. Individuals and teams start with the drill.