A technician in coveralls stands beside a compact skid-mounted gas-processing unit lit in warm amber, with an enormous refinery complex blurred in the background at dusk and a large translucent blue holographic answer panel hovering above, a beam of light singling out the small unit rather than the vast plant.

Why Energy Companies Lose the AI-Search Battle to Smaller Competitors

On broad questions, scale wins. On the constrained questions buyers ask right before awarding work, a forty-person specialist routinely beats a four-thousand-person operator – because generative engines retrieve passages, not companies. Why the large-company publishing process strips out the specifics a model needs to quote, and the editorial fix that puts them back.

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