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Head-to-head comparison

Claude Opus 4.6 vs. DeepSeek-V4-Pro

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

shared result series
3
distinct benchmarks
3
latest retrieval
2026-09-29

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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 4.6 and DeepSeek-V4-Pro
AttributeClaude Opus 4.6DeepSeek-V4-Pro
ProviderAnthropicDeepSeek
ReleasedFeb 2026Apr 24, 2026
AvailabilityActiveActive
Model typeProprietaryOpen Weights
ParametersNot published1.6T, 49B active
ArchitectureNot publishedMixture of Experts
Context window1,000,000 tokens1,000,000 tokens
Knowledge cutoffMay 2025Not 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 Claude Opus 4.6 and DeepSeek-V4-Pro
Price typeClaude Opus 4.6DeepSeek-V4-Pro
API input$5$0.66 (Off-Peak)
API output$25$1.98 (Off-Peak)
Cache read$0.5$0.022 (Off-Peak)
Cache write (5 min.)$6.25Not listed
Cache write (1 hr.)$10Not listed
Price verified09/22/2026 Source09/22/2026 Source
DeepSeek-V4-Pro: peak pricing is $1.32 input / $3.96 output per 1M tokens during Mon, Tue, Wed, Thu, Fri, 01:00-04:00 UTC; Mon, Tue, Wed, Thu, Fri, 06:00-10:00 UTC; off-peak rates apply at all other times.
Claude Opus 4.6DeepSeek-V4-Pro
API inputUSD per 1M tokens, base tier
Claude Opus 4.6$5
DeepSeek-V4-ProLower price$0.66
API outputUSD per 1M tokens, base tier
Claude Opus 4.6$25
DeepSeek-V4-ProLower price$1.98
Cache readUSD per 1M tokens, base tier
Claude Opus 4.6$0.5
DeepSeek-V4-ProLower price$0.022

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 Claude Opus 4.6 and DeepSeek-V4-Pro
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Opus 4.6AnthropicDirect from developerStandard APILowest listed price: $5Lowest listed price: $25Source09/22/2026
Amazon BedrockVia OpenRouteramazon-bedrockLowest listed price: $5Lowest listed price: $25Source10/15/2026
AnthropicVia OpenRouteranthropicLowest listed price: $5Lowest listed price: $25Source10/15/2026
AzureVia OpenRouterazure/globalLowest listed price: $5Lowest listed price: $25Source10/15/2026
Claude Platform on AWSVia OpenRouterclaude-on-awsLowest listed price: $5Lowest listed price: $25Source10/15/2026
GoogleVia OpenRoutergoogle-vertex/europe$5.5$27.5Source10/15/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $5Lowest listed price: $25Source10/15/2026
DeepSeek-V4-ProDeepSeekDirect from developerStandard API$0.66$1.98Source09/22/2026
AlibabaVia OpenRouteralibaba/us-east-1$0.66$1.98Source10/15/2026
AtlasCloudVia OpenRouteratlas-cloud/fp8$1.32$3.96Source10/15/2026
BaiduVia OpenRouterbaidu/fp8$0.1452Lowest listed price: $0.4356Source10/15/2026
CloudflareVia OpenRoutercloudflare$1.32$3.96Source10/15/2026
CoreWeaveVia OpenRoutercoreweave/fp8$1.31$3.96Source10/15/2026
DeepInfraVia OpenRouterdeepinfra/fp8$1.3$2.6Source10/15/2026
DeepSeekVia OpenRouterdeepseek$0.66$1.98Source10/15/2026
DigitalOceanVia OpenRouterdigitalocean$1.32$3.96Source10/15/2026
GMICloudVia OpenRoutergmicloud/fp8$1.056$3.168Source10/15/2026
IonstreamVia OpenRouterionstream$0.37$2.93Source10/15/2026
NovitaVia OpenRouternovita/fp8$0.99$2.97Source10/15/2026
ParasailVia OpenRouterparasail/fp8$1.32$3.96Source10/15/2026
PhalaVia OpenRouterphala$0.957$2.8776Source10/15/2026
RelaceVia OpenRouterrelace/fp4Lowest listed price: $0.1307$8Source10/15/2026
Sail ResearchVia OpenRoutersail-research/fp4$0.48$1.98Source10/15/2026
Sail ResearchVia OpenRoutersail-research/us$0.48$1.98Source10/15/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$1.32$3.96Source10/15/2026
StreamLakeVia OpenRouterstreamlake$0.66$1.98Source10/15/2026
TogetherVia OpenRoutertogether$1.32$3.96Source10/15/2026
VeniceVia OpenRoutervenice$1.65$4.95Source10/15/2026
WaferVia OpenRouterwafer$0.25$5Source10/15/2026

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

Claude Opus 4.6DeepSeek-V4-Pro
MedCodeOverall. Higher is better. No documented setup difference
Claude Opus 4.6Winner48.244 %
DeepSeek-V4-Pro40.455 %
MedScribeOverall. Higher is better. No documented setup difference
Claude Opus 4.6Winner86.738 %
DeepSeek-V4-Pro75.144 %
Vibe Code Bench v1.1Overall. Higher is better. No documented setup difference
Claude Opus 4.6Winner57.573 %
DeepSeek-V4-Pro49.931 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Claude Opus 4.6 and DeepSeek-V4-Pro
Benchmark and taskClaude Opus 4.6DeepSeek-V4-ProSource
MedCodeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner48.244 %
40.455 %
Vals AI
Source details
Data as of: 09/26/2026
MedScribeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner86.738 %
75.144 %
Vals AI
Source details
Data as of: 09/26/2026
Vibe Code Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
Winner57.573 %
49.931 %
Vals AI
Source details
Data as of: 09/27/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

SVG short test

One SVG prompt and fixed output settings. Captures are shown only with 0 reported reasoning tokens or documented lack of reasoning controls. Identical test conditions do not make the models' internal compute identical.

Shared test round: 4ae5d8eeb9a9

Claude Opus 4.6

Claude Opus 4.6: SVG short test
API reports 0 reasoning tokensTest run: Oct 12, 2026Provider: anthropicAPI model: anthropic/claude-opus-4.6756 output tokens

DeepSeek-V4-Pro

DeepSeek-V4-Pro: SVG short test
API reports 0 reasoning tokensTest run: Oct 12, 2026Provider: baidu/fp8API model: deepseek/deepseek-v4-pro-0813926 output tokens
Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Opus 4.6

Claude Opus 4.6: Pelican on a bicycle
A community classic for free-form SVG drawing.

Reasoning (requested): high

Current attempt
Run date
Oct 1, 2026
API provider
openrouter
Requested API model
anthropic/claude-opus-4.6
API model reported in response
anthropic/claude-opus-4.6
Reasoning setting
high
Pinned endpoint
Anthropic | anthropic/claude-4.6-opus-20260205
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
85.1 s

Visually reviewed. This individual test does not establish overall model quality.

DeepSeek-V4-Pro

The response reached the token limit. No complete recording is available.

Reasoning (requested): high

Current attempt
Run date
Oct 5, 2026
API provider
openrouter
Requested API model
deepseek/deepseek-v4-pro-0813
API model reported in response
deepseek/deepseek-v4-pro-0813
Reasoning setting
high
Pinned endpoint
DeepSeek | deepseek/deepseek-v4-pro-20260813
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
67.6 s

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

Earlier attempts (3)
  • Oct 2, 2026API request failedReasoning setting: high
  • Oct 1, 2026API request failedReasoning setting: high
  • Sep 7, 2026API request failedReasoning setting: high
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 4.6 and DeepSeek-V4-Pro with other leading models using the same data and benchmark logic.

View the complete LLM comparison