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Head-to-head comparison

DeepSeek-V4-Pro vs. GLM-5.3-Flash

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

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distinct benchmarks
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Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for DeepSeek-V4-Pro and GLM-5.3-Flash
AttributeDeepSeek-V4-ProGLM-5.3-Flash
ProviderDeepSeekZ.ai
ReleasedApr 24, 2026Aug 26, 2026
AvailabilityPreviewOpen Source
Model typeOpen WeightsOpen Weights
Parameters1.6T, 49B active320B, 18B active
ArchitectureMixture of ExpertsMixture of Experts
Context window1,000,000 tokens1,000,000 tokens
Knowledge cutoffNot publishedNot published
Technical sourcesModel, ContextModel, Context

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for DeepSeek-V4-Pro and GLM-5.3-Flash
Price typeDeepSeek-V4-ProGLM-5.3-Flash
API input$0.43$0.07
API output$0.87$0.25
Cache read$0.$0.01
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified07/30/2026 Source08/29/2026 Source
DeepSeek-V4-ProGLM-5.3-Flash
API inputUSD per 1M tokens, base tier
DeepSeek-V4-Pro$0.435
GLM-5.3-FlashLower price$0.075
API outputUSD per 1M tokens, base tier
DeepSeek-V4-Pro$0.87
GLM-5.3-FlashLower price$0.25
Cache readUSD per 1M tokens, base tier
DeepSeek-V4-ProLower price$0.004
GLM-5.3-Flash$0.015

Key to the marks:better valuebetter, but not conclusivetie

Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

Provider pricing for DeepSeek-V4-Pro and GLM-5.3-Flash
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
DeepSeek-V4-ProDeepSeekDirect from developerStandard APILowest listed price: $0.435Lowest listed price: $0.87Source07/30/2026
AlibabaVia OpenRouteralibaba$1.122$3.366Source08/29/2026
BaseTenVia OpenRouterbaseten/fp4$1.32$3.96Source08/29/2026
CloudflareVia OpenRoutercloudflare$1.32$3.96Source08/29/2026
CoreWeaveVia OpenRoutercoreweave/fp8$1.31$3.96Source08/29/2026
DeepInfraVia OpenRouterdeepinfra/fp8$1.3$2.6Source08/29/2026
DeepSeekVia OpenRouterdeepseek$0.66$1.98Source08/29/2026
DigitalOceanVia OpenRouterdigitalocean$1.32$3.96Source08/29/2026
FireworksVia OpenRouterfireworks$1.32$3.96Source08/29/2026
GMICloudVia OpenRoutergmicloud/fp8$1.122$3.366Source08/29/2026
NovitaVia OpenRouternovita/fp8$1.32$3.96Source08/29/2026
ParasailVia OpenRouterparasail/fp8$1.32$3.96Source08/29/2026
PhalaVia OpenRouterphala$1.45$4.36Source08/29/2026
Sail ResearchVia OpenRoutersail-research/fp4$1.32$3.96Source08/29/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$1.32$3.96Source08/29/2026
StreamLakeVia OpenRouterstreamlake$1.1207$3.362Source08/29/2026
TogetherVia OpenRoutertogether$1.32$3.96Source08/29/2026
GLM-5.3-FlashZ.aiDirect from developerStandard APILowest listed price: $0.075Lowest listed price: $0.25Source08/29/2026
BaseTenVia OpenRouterbaseten/fp8$0.15$0.5Source08/29/2026
CloudflareVia OpenRoutercloudflare$0.15$0.5Source08/29/2026
DeepInfraVia OpenRouterdeepinfra/fp8Lowest listed price: $0.075Lowest listed price: $0.25Source08/29/2026
DigitalOceanVia OpenRouterdigitalocean$0.15$0.5Source08/29/2026
FireworksVia OpenRouterfireworks$0.15$0.5Source08/29/2026
FriendliVia OpenRouterfriendli$0.15$0.5Source08/29/2026
GMICloudVia OpenRoutergmicloud/fp8Lowest listed price: $0.075Lowest listed price: $0.25Source08/29/2026
Io NetVia OpenRouterio-net/fp8$0.15$0.5Source08/29/2026
MakoraVia OpenRoutermakora$0.14$0.47Source08/29/2026
ModalVia OpenRoutermodal/fp8$0.15$0.4999Source08/29/2026
MorphVia OpenRoutermorph/fp8$0.15$0.5Source08/29/2026
NovitaVia OpenRouternovita/fp8Lowest listed price: $0.075Lowest listed price: $0.25Source08/29/2026
ParasailVia OpenRouterparasail/fp8$0.15$0.5Source08/29/2026
PhalaVia OpenRouterphala/fp8$0.15$0.5Source08/29/2026
RekaVia OpenRouterreka/fp8$0.15$0.5Source08/29/2026
RelaceVia OpenRouterrelace/fp8Lowest listed price: $0.075Lowest listed price: $0.25Source08/29/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$0.15$0.5Source08/29/2026
TogetherVia OpenRoutertogether$0.15$0.5Source08/29/2026
VeniceVia OpenRoutervenice$0.15$0.5Source08/29/2026
WaferVia OpenRouterwafer$0.15$0.5Source08/29/2026
Z.AIVia OpenRouterz-ai/fp8Lowest listed price: $0.075Lowest listed price: $0.25Source08/29/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Not enough directly matched categories for a reliable radar

Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.

No directly comparable result series yet

No published benchmark for DeepSeek-V4-Pro and GLM-5.3-Flash currently matches in version, task, metric, and comparison cohort. We therefore show no estimated or blended values.

How to read this comparison

Winning one benchmark is not an overall verdict

Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.

The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.

Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.

More matchups

Compare DeepSeek-V4-Pro and GLM-5.3-Flash with other leading models using the same data and benchmark logic.

View the complete LLM comparison