Output tokens cost $0.28 per million on DeepSeek V4 Flash Vision Exp and $3.94 per million on GLM 5.2. Input tokens cost $0.14 per million on DeepSeek V4 Flash Vision Exp and $1.13 per million on GLM 5.2. Cached input tokens are billed at $0.03 per million on DeepSeek V4 Flash Vision Exp and $0.28 per million on GLM 5.2. Context lengths are 1,000,000 tokens on DeepSeek V4 Flash Vision Exp and 1,000,000 tokens on GLM 5.2. Time to first token (TTFT) measured on AIHubMix is 2.4s on DeepSeek V4 Flash Vision Exp and 1.1s on GLM 5.2. Measured output throughput is 70.3 tok/s on DeepSeek V4 Flash Vision Exp and 46.3 tok/s on GLM 5.2.
DeepSeek V4 Flash Vision Exp
GLM 5.2DeepSeek’s officially released new multimodal visual-understanding model, DeepSeek‑V4‑Flash‑Vision‑Exp, is experimental in nature and supports multimodal inputs. In pure-text capabilities (agents, reasoning, world knowledge, etc.), DeepSeek‑V4‑Flash‑Vision‑Exp is on par with the official DeepSeek‑V4‑Flash release.
GLM-5.2 is Z.ai’s flagship model for the era of long-horizon tasks. With a truly usable 1M-token context window, it can handle project-level engineering context, execute long-running tasks more reliably, follow engineering standards more consistently, and complete the full development workflow from requirements to multi-platform deployment in a single task.
Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.
Promotional prices show the discounted rate; see each model page for promotion windows.
Daily traffic served through AIHubMix — how demand for each model is trending.
Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.
Estimate your monthly bill for the same workload on each model.
Monthly = daily × 30. Discounted rates applied where a promotion is active.
DeepSeek V4 Flash Vision Exp: $0.28/M output tokens; GLM 5.2: $3.94/M. Use the cost calculator above to estimate your own workload.
GLM 5.2: 1.1s time to first token measured on AIHubMix; see the live performance charts above for how each model behaves across the day.
DeepSeek V4 Flash Vision Exp accepts 1,000,000 and GLM 5.2 accepts 1,000,000 input tokens. Maximum output per request is 384,000 tokens on DeepSeek V4 Flash Vision Exp and 128,000 tokens on GLM 5.2.
DeepSeek V4 Flash Vision Exp at 70.3 tok/s and GLM 5.2 at 46.3 tok/s, measured as output throughput on AIHubMix — a separate metric from time to first token.
DeepSeek V4 Flash Vision Exp accepts text and image input and supports tool calling, function calling, structured outputs and thinking; GLM 5.2 accepts text input and supports thinking, tool calling, function calling and structured outputs.
Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.
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