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# AI costs for SMEs will spike before collapsing
- URL: https://adjacent.media/signals/ai-costs-for-smes-will-spike-before-collapsing/
- Published: 2026-10-03T11:13:39.000Z
- Updated: 2026-10-03T11:13:39.000Z
- Description: The real constraint on AI adoption for small businesses isn’t capability—it’s pricing. SMEs face a squeeze period where legacy vendors lock in high per-seat or usage-based costs while infrastructure providers (cloud, compute) optimize for enterprise margins.
- Author: Jonathan Greene
- Tags: #signal, theme-commerce, pricing, monetization, ai infrastructure costs

Source: [Jacob Aldridge](https://jacobaldridge.com/business/am-i-wrong-ai-costs-for-smes-will-climb-steeply-then-plummet/?utm%5Fsource=rss&utm%5Fmedium=rss&utm%5Fcampaign=am-i-wrong-ai-costs-for-smes-will-climb-steeply-then-plummet)

The real constraint on AI adoption for small businesses isn't capability—it's pricing. SMEs face a squeeze period where legacy vendors lock in high per-seat or usage-based costs while infrastructure providers (cloud, compute) optimize for enterprise margins. Once commodity AI models mature and hosting standardizes, margins compress and SMEs gain access to industrial-grade tools at marginal cost. Consultants and platform providers who absorb cost variance win; SMEs that over-commit to expensive AI contracts without exit clauses lose.