GLM-5.3 vs DeepSeek V4 vs Kimi K3: API Availability, Price, and Agent Fit
Compare GLM-5.3, GLM-5.2, DeepSeek V4, and Kimi K3 without inventing an unavailable GLM-5.3 API price. Includes context, output, access, and routing guidance.
GLM-5.3 was announced on August 14, 2026, but it cannot yet be compared as an ordinary pay-as-you-go API. Z.AI says it is available in GLM Coding Plan while the standard model API is “coming soon.” The official USD and RMB pricing tables do not list a GLM-5.3 token price.
That distinction matters. Copying GLM-5.2’s $1.40/$4.40 price into a GLM-5.3 row would produce a clean comparison table and a false bill.
Availability First
| Model | Access on Aug 17 | Input | Cached input | Output | Context | Max output |
|---|---|---|---|---|---|---|
| GLM-5.3 | GLM Coding Plan; pay-as-you-go API coming soon | Not published | Not published | Not published | 1M | 128K |
| GLM-5.2 | Z.AI pay-as-you-go API | $1.40 | $0.26 | $4.40 | 1M | 128K |
| DeepSeek V4 Flash, off-peak | Pay-as-you-go API | $0.22 | $0.007 | $0.66 | 1M | 384K |
| DeepSeek V4 Flash, peak | Pay-as-you-go API | $0.44 | $0.014 | $1.32 | 1M | 384K |
| Kimi K3 | Global pay-as-you-go API | $3.00 | $0.30 | $15.00 | 1.05M | Up to 1.05M |
GLM-5.3’s documented model ID is glm-5.3, but that does not mean ordinary token billing is active. Treat model documentation, Coding Plan access, weight availability, and pay-as-you-go API access as separate launch states.
What GLM-5.3 Adds
Z.AI describes GLM-5.3 as a post-training upgrade on the same GLM-5.2 base, focused on coding, complex engineering, agents, and cybersecurity. The model keeps a 1M context window and 128K maximum output. Thinking is always enabled, with low, high, and max reasoning effort.
Z.AI reports a 50% improvement on its internal Z.ai Code Bench. That is a provider result, not an independent cross-provider benchmark. Production selection still needs a workload-specific evaluation.
Z.AI also says the weights will become publicly available after launch. As of August 17, it is safer to describe GLM-5.3 as an announced open-weight model whose downloadable weights are pending, rather than as already downloadable.
Priced Workload Comparison
For 2M cache-miss input plus 500K output tokens, only models with published pay-as-you-go prices belong in the cost table:
| Model | Cost |
|---|---|
| DeepSeek V4 Flash, off-peak | $0.77 |
| DeepSeek V4 Flash, peak | $1.54 |
| GLM-5.2 | $5.00 |
| Kimi K3 | $13.50 |
| GLM-5.3 | Not calculable yet |
The cheapest row is not necessarily the cheapest completed task. K3’s native visual inputs and very long output can remove preprocessing or multi-call orchestration. GLM-5.2 may complete long-horizon coding tasks with fewer escalations. DeepSeek’s time schedule and cache hit rate can move its bill substantially.
Routing Guidance Today
| Need | Starting route |
|---|---|
| Lowest-cost long-context text traffic | DeepSeek V4 Flash, preferably off-peak |
| Published, stable GLM pay-as-you-go billing | GLM-5.2 |
| Testing the newest GLM coding behavior | GLM-5.3 through Coding Plan |
| Native image/video input or exceptionally long output | Kimi K3 |
| Production GLM-5.3 budget forecast | Wait for the official pricing table |
Do not replace glm-5.2 with glm-5.3 in a production pay-as-you-go router until Z.AI publishes API availability and billing. When it does, re-run both quality and cost tests rather than assuming the new model shares the old price.
Bottom Line
GLM-5.3 is the newest model, but GLM-5.2 remains the current priced Z.AI API. DeepSeek V4 Flash is the low-cost text route, and Kimi K3 is the premium multimodal and long-output route. GLM-5.3 can be evaluated in Coding Plan now; a fair API price comparison must wait for its official token rates.
Official sources checked August 17, 2026: GLM-5.3 model docs, GLM-5.3 announcement, Z.AI pricing, DeepSeek pricing, and Kimi platform pricing.
See the Chinese AI model API price comparison and AI Pricing Calculator for the current priced lineup.
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