Only 2,000 elite AI engineers exist — and Wall Street wants ROI now
demand for forward-deployed engineers (fdes) is projected to surge 2,100% by year-end as enterprises shift from buying models to proving roi on hundreds of millions in ai spend.
a study of 500 executives indicates that 70% of companies now plan to hire forward-deployed engineers (fdes), up from single digits at the start of the year, to integrate ai into workflows and deliver 'multiple tens of millions' in roi. while roughly 17,000 generalist fdes exist, christian & timbers estimates only 2,000 have the elite skills required to build flagship product features or replace complex human workflows. this talent scramble is driven by an impending wall street reckoning that will reward firms demonstrating ai efficiency and penalize those merely accumulating compute costs. in response, frontier labs like anthropic and openai are launching dedicated service ventures to secure enterprise adoption.