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Head-to-head comparison

Claude Opus 4.8 vs. DeepSeek-V4-Flash

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

shared result series
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distinct benchmarks
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latest retrieval
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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 Claude Opus 4.8 and DeepSeek-V4-Flash
AttributeClaude Opus 4.8DeepSeek-V4-Flash
ProviderAnthropicDeepSeek
ReleasedMay 2026Apr 24, 2026
AvailabilityLegacyPreview
Model typeProprietaryOpen Weights
ParametersNot published284B, 13B active
ArchitectureNot publishedMixture of Experts
Context window1,000,000 tokens1,000,000 tokens
Knowledge cutoffJanuary 2026Not published
Technical sourcesModel, Knowledge cutoffModel

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 Claude Opus 4.8 and DeepSeek-V4-Flash
Price typeClaude Opus 4.8DeepSeek-V4-Flash
API input$5$0.04
API output$25$0.08
Cache read$0.5$0.01
Cache write (5 min.)$6.25Not listed
Cache write (1 hr.)$10Not listed
Price verified07/30/2026 Source09/12/2026 Source
Claude Opus 4.8DeepSeek-V4-Flash
API inputUSD per 1M tokens, base tier
Claude Opus 4.8$5
DeepSeek-V4-FlashLower price$0.04
API outputUSD per 1M tokens, base tier
Claude Opus 4.8$25
DeepSeek-V4-FlashLower price$0.08
Cache readUSD per 1M tokens, base tier
Claude Opus 4.8$0.5
DeepSeek-V4-FlashLower price$0.008

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.

No provider tariff for Claude Opus 4.8 is available in the stored OpenRouter snapshot. The official direct price is still shown.

Provider pricing for Claude Opus 4.8 and DeepSeek-V4-Flash
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Opus 4.8AnthropicDirect from developerStandard APILowest listed price: $5Lowest listed price: $25Source07/30/2026
DeepSeek-V4-FlashDeepSeekDirect from developerStandard APILowest listed price: $0.04Lowest listed price: $0.08Source09/12/2026
AlibabaVia OpenRouteralibaba$0.352$1.056Source09/12/2026
AtlasCloudVia OpenRouteratlas-cloud/fp4$0.44$1.32Source09/12/2026
BaiduVia OpenRouterbaidu/fp8$0.44$1.32Source09/12/2026
BaseTenVia OpenRouterbaseten/fp8#1$0.13$0.26Source09/12/2026
BaseTenVia OpenRouterbaseten/fp8#2$0.13$0.26Source09/12/2026
CloudflareVia OpenRoutercloudflare$0.44$1.32Source09/12/2026
CoreWeaveVia OpenRoutercoreweave/fp8$0.13$0.28Source09/12/2026
DeepInfraVia OpenRouterdeepinfra/fp8$0.06$0.18Source09/12/2026
DigitalOceanVia OpenRouterdigitalocean$0.08$0.252Source09/12/2026
FireworksVia OpenRouterfireworks$0.22$0.66Source09/12/2026
GMICloudVia OpenRoutergmicloud/fp4$0.286$0.858Source09/12/2026
InceptronVia OpenRouterinceptron/fp4$0.0793$0.1685Source09/12/2026
MakoraVia OpenRoutermakora$0.09$0.195Source09/12/2026
Mancer 2Via OpenRoutermancer/fp8$0.175$0.5Source09/12/2026
MorphVia OpenRoutermorph/bf16$0.1234$0.3475Source09/12/2026
NextBitVia OpenRouternextbit/fp8$0.352$1.056Source09/12/2026
NovitaVia OpenRouternovita/fp8$0.4092$1.2276Source09/12/2026
OpenInferenceVia OpenRouteropen-inference/fp8Lowest listed price: $0.04Lowest listed price: $0.08Source09/12/2026
ParasailVia OpenRouterparasail/fp8$0.14$0.28Source09/12/2026
PhalaVia OpenRouterphala$0.44$1.32Source09/12/2026
RekaVia OpenRouterreka/fp4$0.11$0.66Source09/12/2026
RelaceVia OpenRouterrelace/fp4Lowest listed price: $0.04Lowest listed price: $0.08Source09/12/2026
Sail ResearchVia OpenRoutersail-research/fp4$0.065$0.3Source09/12/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$0.22$0.66Source09/12/2026
StreamLakeVia OpenRouterstreamlake/fp8$0.0616$0.1848Source09/12/2026
TogetherVia OpenRoutertogether$0.14$0.28Source09/12/2026
VeniceVia OpenRoutervenice$0.175$0.35Source09/12/2026
WaferVia OpenRouterwafer/fast$0.1$0.25Source09/12/2026

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 Claude Opus 4.8 and DeepSeek-V4-Flash currently matches in version, task, metric, and comparison cohort. We therefore show no estimated or blended values.

Our model tests

Community tests you can inspect

Compare how the models respond to the same prompt. Each test shows the first attempt, with no subsequent fixes to the generated code. These results do not contribute to an overall score.

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Opus 4.8

Not tested yet

DeepSeek-V4-Flash

API access was unavailable for this run. The model was not evaluated.

First attempt
Run date
7 Sept 2026
API provider
openrouter
Requested API model
deepseek/deepseek-v4-flash-0731
Pinned endpoint
DeepSeek | deepseek/deepseek-v4-flash-20260731
Reasoning setting
high
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Not run

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

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 Claude Opus 4.8 and DeepSeek-V4-Flash with other leading models using the same data and benchmark logic.

View the complete LLM comparison