Quick Answer
Kimi K3 vs GLM-5.2 vs DeepSeek V4 Pro: Cost (July 2026)
The Short Answer
Among open trillion-scale MoE models in July 2026, DeepSeek V4 Pro is the cheapest by a wide margin, GLM-5.2 is the mid-priced middle ground, and Kimi K3 is the premium option — the first open 3T-class model with native vision, but ~17x DeepSeek’s output cost.
Head-to-Head
| Kimi K3 | GLM-5.2 | DeepSeek V4 Pro | |
|---|---|---|---|
| Maker | Moonshot AI | Zhipu | DeepSeek |
| Params (total) | ~2.8T MoE | 744B | 1.6T (49B active) |
| API in/out ($/MTok) | $3 / $15 | ~ / ~$4.40 out | $0.43 / $0.87 |
| Context | 1M | large | 1M |
| Multimodal | Yes (native vision) | Text-focused | Text-only |
| License | Modified MIT | MIT | MIT-style |
| Blended cost/task | ~$0.94 | mid | ~$0.04 |
Where Each Wins
- Cheapest to serve → DeepSeek V4 Pro. ~$0.43/$0.87 per MTok and roughly $0.04 per task on blended cost — an order of magnitude below Kimi K3’s ~$0.94. Text-only, 1M context, permissive license. The default open pick for cost-sensitive production.
- Best value middle → GLM-5.2. 744B, MIT-licensed, ~$4.40 output. Cheaper to serve than K3 while staying capable — a sensible pick if DeepSeek feels too minimal but K3 is overkill.
- Top open intelligence + multimodal → Kimi K3. The first open 3T-class model, with native vision, always-on reasoning, and a 1M context. It edges DeepSeek on some intelligence indexes — but at $3/$15 it’s a premium-tier open model, ~17x DeepSeek V4 Pro’s output cost.
The Cost Gap Is Huge
On output tokens alone, Kimi K3 ($15) is roughly 17x DeepSeek V4 Pro ($0.87). Unless you specifically need vision or K3’s peak reasoning, that gap is very hard to justify at scale. GLM-5.2 sits in between and is the pragmatic compromise for teams that want more than DeepSeek without K3’s bill.
How To Decide
- Pure cost-per-task, text-only → DeepSeek V4 Pro.
- Need vision or top open intelligence → Kimi K3.
- Want a capable, cheaper-than-K3 middle → GLM-5.2.
- Self-hosting? All three are open-weight; K3’s 3T scale needs the most hardware, DeepSeek V4 Pro the least among these for a given throughput.
Sources
- MarkTechPost — Kimi K3 vs DeepSeek V4 Pro vs GLM-5.2: marktechpost.com
- BenchLM — DeepSeek V4 Pro vs Kimi K3: benchlm.ai/compare/deepseek-v4-pro-vs-kimi-3
- DeepSeek — API pricing: api-docs.deepseek.com
Last verified: July 30, 2026