I shared practical findings from benchmarking DeepSeek against other frontier models.

• Focus: cost/performance trade‑offs, latency SLOs, and reliability under load.
• Infra context: multi‑tenant LLM platform with autoscaling and request shaping.
• Takeaway: pick models by task profile and end‑to‑end latency budgets, not leaderboards alone.