Building an AI platform: model API calls are just 2% of the system, says Adobe's Suhas Suresha

Al_Grigor · x · 2026-09-25

DataTalks.Club podcast episode with Suhas Suresha, Senior ML Engineer at Adobe and co-author of Designing AI Systems. His core claim: the model API call is only 2% of a functioning AI system; the remaining 98% is infrastructure. Topics: SDK/API design, model service (provider abstraction, routing, fallbacks, cost tracking), data service (ingestion, vector search, hybrid retrieval), and treating evals/prompt A/B testing as a platform capability.

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