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Choosing a Multimodal AI API in 2026: Match the Platform to the Workload
I wouldn’t pick a multimodal API by counting models. I’d start with what the application actually does: synchronous text requests, occasional image generation, thousands of queued video jobs, or inference behind enterprise IAM.
Those are different operating models. A single account can simplify procurement and billing, but it does not make request schemas, output formats, or job lifecycles interchangeable.
My shortlist splits into four categories: a cross-provider gateway for mixed commerc...
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