AI and Computer Vision for B2B Productivity: What Actually Lowers Cost
Most B2B software has been rebadged as AI-powered over the past two years, and very little of it changed. For workforce productivity specifically, though, two shifts are real and worth understanding separately from the marketing: models that can classify work context without a human maintaining a rule list, and vision systems cheap enough to deploy on ordinary cameras rather than dedicated hardware. Both reduce cost. Neither does it in the way vendors usually claim. The savings do not come from replacing people — they come from removing administrative work that was never worth a salary, and from making measurement cheap enough that decisions which used to rely on instinct can rely on evidence instead. This guide covers where the economics genuinely work today, where they do not, what the compliance burden actually is in the US, India and APAC, and how to build a case that survives a finance review.
