Leadership is leading, Sales is selling, and Product is shipping. But the numbers aren’t moving the way the plan says they should.
Most growth plans are built on the same assumptions that generated early revenue. None of it has been pressure-tested at the price point, the volume, or the speed the plan assumes. Untested assumptions don’t stay hidden. They show up in the numbers.
York Effect assessed 75+ founders and growth leaders, from pre-revenue to $5M ARR, across two dimensions: Offer Clarity and Audience Validation.
Most companies were operating 30% below what was required to reach their revenue goals. Confidence was high. Proof was not.
For when the problem lives in the business.
For when the problem lives in the market.

Your Tool Assumes a Relay Race. The Business Runs a Scrimmage. Supply chain, manufacturing, food & beverage, and logistics businesses do not operate in a straight line. They run through overlapping decisions, exceptions, and real-time adjustments happening across teams.

The danger isn’t using AI; it’s in putting blind trust in its outputs. Every algorithm is built on data, and every dataset reflects human bias, context, and error. When we remove human oversight, we risk embedding those biases deeper, making them invisible behind a veneer of “objectivity.”
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