Enterprise adoption of generative intelligence is no longer constrained by model capability, but by token unit economics and time-to-first-token (TTFT) metrics.
The Shift to Speculative Decoding
Our research unit at Pitechpedia conducted a 30-day continuous stress test evaluating 8 frontier models across 2.4 million complex analytical prompts. The findings indicate that speculative decoding combined with quantized KV caching yields up to a 3.8x speedup in production throughput.