DeepSeek AI DeepSeek v3.1 vs Zai Org Glm 4.6
DeepSeek AI DeepSeek v3.1 vs Zai Org Glm 4.6: DeepSeek AI DeepSeek v3.1 is cheaper by 18% on average. DeepSeek AI DeepSeek v3.1 from Replicate (163,840-token context, reasoning, tool calls) vs. Zai Org Glm 4.6 from Novita AI (204,800-token context, reasoning, tool calls). Use Agent Command Center to A/B both in shadow mode and pick the winner per workload.
Side-by-side cost
Live workload comparison
Same workload run through both models. The cheaper one is highlighted.
3,000
0204,800
400
0163,840
5,000
01,000,000
At this workload, Zai Org Glm 4.6 is 10% cheaper than DeepSeek AI DeepSeek v3.1 — a savings of $44.50/month ($534/year).
Crossover: Zai Org Glm 4.6 is cheaper when output/input ≤ 0.66 (input-heavy workloads — RAG, retrieval). DeepSeek AI DeepSeek v3.1 wins above (long-form generation).
Current workload ratio: 0.13 (400/3000)
Production recipe — Agent Command Center
strategy: cost-optimized
primary:
model: zai-org-glm-4-6
provider: novita-ai
fallback:
model: deepseek-ai-deepseek-v3-1
provider: replicate
shadow: { sample_rate: 0.05 } # mirror 5% of traffic to compare quality live| DeepSeek AI DeepSeek v3.1 | Zai Org Glm 4.6 | |
|---|---|---|
| Input price | $0.672/M | $0.550/M |
| Output price | $2.02/M | $2.20/M |
| Context window | 163,840 | 204,800 |
| Max output | 163,840 | 131,072 |
| Function calling | ✓ | ✓ |
| Vision | — | — |
| Audio input | — | — |
| Reasoning | ✓ | ✓ |
| Prompt caching | — | — |
| Structured output | — | ✓ |
| Pricing verified | May 12, 2026 | May 12, 2026 |