Dev Tools · 2h ago
API Aggregators vs Direct Providers: The Real Cost of AI Inference
A fintech engineer's analysis shows multi-vendor aggregators can cut token costs by 97.5% over single-provider contracts for scaling products. Startups need simplicity and predictable pricing, while enterprises require robust SLAs and multi-region failover. The choice hinges on failure tolerance and spend level, with aggregators offering flexibility at scale.
Meridian48 take
The article's cost comparison is striking, but it downplays the latency and control trade-offs of aggregators, which may not suit every use case.
ai-api-comparisonllm-cost-optimization