Gemini 3.8 Flash vs GLM-5.3-FlashX pricing

Prices

Gemini 3.8 Flash and GLM-5.3-FlashX prices, USD per 1M tokens
USD per 1M tokensGemini 3.8 FlashGLM-5.3-FlashX
Input$0.75$0.37
Output$3.75$1.25
Cache read$0.075$0.075
Cache writeNot publishedFree
Batch input$0.375Not published
Batch output$1.875Not published

Verified against the provider's official pricing page on Oct 9, 2026. Official pricing page Long-context and separately billed token prices, where shown, are list prices compiled by models.dev (checked Oct 10, 2026, 09:00 UTC).

Z.AI's list price for its own API, as compiled by models.dev and checked Oct 10, 2026, 09:00 UTC. Prices on cloud platforms and resellers can differ. Provider documentation

Monthly cost by workload

WorkloadGemini 3.8 FlashGLM-5.3-FlashX
Chatbot1,000 in / 500 out tokens, 10,000 requests a day$787.50/mo$298.50/mo
RAG8,000 in / 500 out tokens, 5,000 requests a day$1,181/mo$537.75/mo
Coding agent50,000 in / 2,000 out tokens, 1,000 requests a day, 80% cached input$540.00/mo$276.00/mo

Cost = input tokens × input price + output tokens × output price, 30 days a month. Cached input uses the cache read price. Cache write fees are not included.

Context and capabilities

Gemini 3.8 FlashGLM-5.3-FlashX
Context1,048,576 tokens1,000,000 tokens
Max output65,536 tokens131,072 tokens
Inputtext, image, video, audio, pdftext, image, video, pdf
Tool callingYesYes
ReasoningYesYes
Structured outputsYesYes

Questions

What is the price difference between Gemini 3.8 Flash and GLM-5.3-FlashX?
Gemini 3.8 Flash: $0.75 per 1M input tokens and $3.75 per 1M output tokens. GLM-5.3-FlashX: $0.37 per 1M input tokens and $1.25 per 1M output tokens. For the Chatbot workload (1,000 in / 500 out tokens, 10,000 requests a day), that is about $787.50 per month for Gemini 3.8 Flash and $298.50 for GLM-5.3-FlashX.
Which has the longer context window, Gemini 3.8 Flash or GLM-5.3-FlashX?
Gemini 3.8 Flash has the longer context window: up to 1,048,576 tokens, compared with 1,000,000 for GLM-5.3-FlashX.
Do Gemini 3.8 Flash and GLM-5.3-FlashX have prompt caching and batch prices?
Gemini 3.8 Flash: cached input $0.075 per 1M tokens; batch $0.375 per 1M input tokens and $1.875 per 1M output tokens. GLM-5.3-FlashX: cached input $0.075 per 1M tokens; no batch price published.

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