# 模型路由

5 articles

MiniMax M3.1 Flash for Marketers: The Cheapest Model Leading Business Workflows — and the 93% It Gets Wrong

MiniMax M3.1 Flash for Marketers: The Cheapest Model Leading Business Workflows — and the 93% It Gets Wrong

MiniMax shipped M3.1 Flash on October 19 at $0.15 per million input tokens, and it leads the low-cost tier on AutomationBench-AA — the benchmark for multi-step business workflows across SaaS tools. Six days later, Artificial Analysis measured a 93% hallucination rate on the same model. Both numbers are true. Together they define exactly which marketing jobs to hand it and which to keep away from it.

DeepSeek V4.1 Flash for Marketers: What 10x Cheaper Cache Reads Actually Means for Your Pipeline (and What to Keep on Opus 5)

DeepSeek V4.1 Flash for Marketers: What 10x Cheaper Cache Reads Actually Means for Your Pipeline (and What to Keep on Opus 5)

DeepSeek shipped V4.1 Flash on Sep 10 with an unusual Causal Encoder-Decoder architecture and a $0.003/M off-peak cache-hit rate — about a tenth of what V4 Flash charged. The model has also absorbed V4 Pro's traffic from Sep 14. A working marketer's first-week take on what to hand it, what to keep on Opus 5 or the frontier tier, and where V4.1 Flash sits in the cache-heavy background stack.