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Why redundant requests are driving hidden AI costs
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Fusion42 · 28 July 2026 · Fusion42 review
Enterprise AI systems are paying full API costs for identical or near-identical requests processed repeatedly across users and sessions due to stateless architecture design, with 80% of queries in typical SaaS portfolios being redundant and semantic caching offering a practical cost recovery mechanism.
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◆ ◆ The Wire takeaway
Your AI system is paying frontier-model prices for the same computation fifty times in a single day because it has no memory between requests. Semantic caching and request deduplication can cut your AI bill by 60-80% without touching your product—but you'll need to rearchitect to stateful rather than stateless.
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