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Benchmark your agent's success by cost-per-task, not raw token price

◆ 85RelevanceOn a story from The New Stack7h ago

While MiniMax’s price cuts lower the floor, agentic workflows often require recursive calls that can quickly erase raw token savings. You must shift your unit economics tracking to "cost per successful task" to determine if a cheaper model actually improves your margins. This prevents you from scaling on a model that requires expensive retries to maintain reliability.

Takeaways

  • Track cost-per-successful-task instead of raw input and output token pricing.
  • MiniMax’s M3.1 Flash targets developers building high-volume, cost-sensitive agentic loops.
  • Cheaper tokens often necessitate more reasoning steps, potentially increasing total spend.
Read the original at thenewstack.io
MiniMax just halved its token prices. Your AI agent bill may not follow.
fmode.me/n/minimax-just-halved-its-token-prices-your-ai-agent-bill-may-not-follow

Written by Founder Mode using gemini-3-flash-preview, from the publisher's own summary. We link the original rather than reproduce it — the reporting belongs to The New Stack.