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Head-to-head comparison

Gemini 3.5 Flash vs. DeepSeek-V4.1-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
18
distinct benchmarks
18
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 Gemini 3.5 Flash and DeepSeek-V4.1-Flash
AttributeGemini 3.5 FlashDeepSeek-V4.1-Flash
ProviderGoogleDeepSeek
ReleasedMay 19, 2026Sep 10, 2026
AvailabilityActiveActive
Model typeProprietaryOpen Weights
ParametersNot published552B
ArchitectureNot publishedMixture of Experts
Context window1,048,576 tokens1,000,000 tokens
Knowledge cutoffNot publishedNot published
Technical sourcesModelModel

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 Gemini 3.5 Flash and DeepSeek-V4.1-Flash
Price typeGemini 3.5 FlashDeepSeek-V4.1-Flash
API input$1.5$0.15 (Off-Peak)
API output$9$0.6 (Off-Peak)
Cache read$0.15$0. (Off-Peak)
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified09/22/2026 Source09/23/2026 Source
DeepSeek-V4.1-Flash: peak pricing is $0.3 input / $1.2 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.
Gemini 3.5 FlashDeepSeek-V4.1-Flash
API inputUSD per 1M tokens, base tier
Gemini 3.5 Flash$1.5
DeepSeek-V4.1-FlashLower price$0.15
API outputUSD per 1M tokens, base tier
Gemini 3.5 Flash$9
DeepSeek-V4.1-FlashLower price$0.6
Cache readUSD per 1M tokens, base tier
Gemini 3.5 Flash$0.15
DeepSeek-V4.1-FlashLower price$0.003

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 Gemini 3.5 Flash and DeepSeek-V4.1-Flash
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Gemini 3.5 FlashGoogleDirect from developerStandard API$1.5$9Source09/22/2026
GoogleVia OpenRoutergoogle-vertex/global$1.5$9Source10/13/2026
GoogleVia OpenRoutergoogle-vertex/global/flexLowest listed price: $0.75Lowest listed price: $4.5Source10/13/2026
GoogleVia OpenRoutergoogle-vertex/global/priority$2.7$16.2Source10/13/2026
GoogleVia OpenRoutergoogle-vertex/us$1.65$9.9Source10/13/2026
Google AI StudioVia OpenRoutergoogle-ai-studio$1.5$9Source10/13/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/flexLowest listed price: $0.75Lowest listed price: $4.5Source10/13/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/priority$2.7$16.2Source10/13/2026
DeepSeek-V4.1-FlashDeepSeekDirect from developerStandard API$0.15$0.6Source09/23/2026
AlibabaVia OpenRouteralibaba$0.3$1.2Source10/13/2026
AtlasCloudVia OpenRouteratlas-cloud/fp8$0.3$1.2Source10/13/2026
BaiduVia OpenRouterbaidu/fp8$0.3$1.2Source10/13/2026
BaseTenVia OpenRouterbaseten/fast$0.6$2.4Source10/13/2026
BaseTenVia OpenRouterbaseten/fp8#1$0.3$1.2Source10/13/2026
BaseTenVia OpenRouterbaseten/fp8#2$0.3$1.2Source10/13/2026
CloudflareVia OpenRoutercloudflare$0.3$1.2Source10/13/2026
CoreWeaveVia OpenRoutercoreweave/fp8$0.2$0.65Source10/13/2026
CrusoeVia OpenRoutercrusoe/fp8$0.29$1.2Source10/13/2026
DecartVia OpenRouterdecart/fp4$0.09Lowest listed price: $0.18Source10/13/2026
DeepInfraVia OpenRouterdeepinfra/fp8$0.14$0.42Source10/13/2026
DeepSeekVia OpenRouterdeepseek$0.15$0.6Source10/13/2026
DigitalOceanVia OpenRouterdigitalocean$0.165$0.66Source10/13/2026
FireworksVia OpenRouterfireworks$0.3$1.2Source10/13/2026
FireworksVia OpenRouterfireworks/us$0.45$1.8Source10/13/2026
GMICloudVia OpenRoutergmicloud/fp8$0.18$0.72Source10/13/2026
InferenceNetVia OpenRouterinference-net/fp8$0.077$0.55Source10/13/2026
IonstreamVia OpenRouterionstream$0.1$0.75Source10/13/2026
MakoraVia OpenRoutermakora/fp8$0.27$1.15Source10/13/2026
ModalVia OpenRoutermodal$0.3$1.2Source10/13/2026
MorphVia OpenRoutermorph/fp8$0.049$0.69Source10/13/2026
NovitaVia OpenRouternovita/fp8$0.195$0.78Source10/13/2026
OpenInferenceVia OpenRouteropen-inference/fp4Lowest listed price: $0.0441$0.63Source10/13/2026
ParasailVia OpenRouterparasail/fp8$0.3$1.2Source10/13/2026
PhalaVia OpenRouterphala$0.21$0.84Source10/13/2026
RelaceVia OpenRouterrelace$0.05$0.6Source10/13/2026
Sail ResearchVia OpenRoutersail-research/fp4$0.09$0.3Source10/13/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$0.3$1.2Source10/13/2026
StreamLakeVia OpenRouterstreamlake/fp8$0.147$0.588Source10/13/2026
TogetherVia OpenRoutertogether$0.3$1.2Source10/13/2026
VeniceVia OpenRoutervenice/fp8$0.3$1.2Source10/13/2026
WaferVia OpenRouterwafer$0.07$0.7Source10/13/2026

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.

255075100CodingMathematicsFinanceLegalAgentic tasksProductivityHealthEducation
Gemini 3.5 Flash
DeepSeek-V4.1-Flash
Coding: 50.3 / 100 (3 benchmark families)
Mathematics: 57.4 / 100 (1 benchmark family)
Finance: 95.2 / 94.2 (3 benchmark families)
Legal: 70.6 / 99.9 (3 benchmark families)
Agentic tasks: 87.5 / 100 (2 benchmark families)
Productivity: 92.5 / 100 (1 benchmark family)
Health: 94.8 / 86.9 (2 benchmark families)
Education: 100 / 96 (1 benchmark family)

18 matched rows from 17 benchmark families were considered. The radar shows 8 of 10 comparable categories.

Gemini 3.5 FlashDeepSeek-V4.1-Flash
Code MigrationOverall. Higher is better. No documented setup difference
Gemini 3.5 Flash26.745 %
DeepSeek-V4.1-FlashWinner45.623 %
EMBOverall. Higher is better. No documented setup difference
Gemini 3.5 FlashWinner63.548 %
DeepSeek-V4.1-Flash57.208 %
Finance Agent (v2)Overall. Higher is better. No documented setup difference
Gemini 3.5 FlashWinner57.861 %
DeepSeek-V4.1-Flash53.481 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference
Gemini 3.5 Flash2.5 %
DeepSeek-V4.1-FlashWinner6.667 %
Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference
Gemini 3.5 Flash30.769 %
DeepSeek-V4.1-FlashWinner41.346 %
LegalBenchOverall. Higher is better. No documented setup difference
Gemini 3.5 FlashWinner83.602 %
DeepSeek-V4.1-Flash83.277 %
MedCodeOverall. Higher is better. No documented setup difference
Gemini 3.5 FlashWinner55.825 %
DeepSeek-V4.1-Flash41.173 %
MedScribeOverall. Higher is better. No documented setup difference
Gemini 3.5 Flash76.574 %
DeepSeek-V4.1-FlashWinner85.5 %
ProofBenchOverall. Higher is better. No documented setup difference
Gemini 3.5 Flash31 %
DeepSeek-V4.1-FlashWinner54 %
Public Benefits Bench v1.1Overall. Higher is better. No documented setup difference
Gemini 3.5 Flash59.472 %
DeepSeek-V4.1-FlashWinner64.276 %
SAGEOverall. Higher is better. No documented setup difference
Gemini 3.5 FlashWinner49.885 %
DeepSeek-V4.1-Flash47.88 %
SkillsBenchOverall. Higher is better. No documented setup difference
Gemini 3.5 Flash52.737 %
DeepSeek-V4.1-FlashWinner69.802 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Gemini 3.5 Flash and DeepSeek-V4.1-Flash
Benchmark and taskGemini 3.5 FlashDeepSeek-V4.1-FlashSource
Code MigrationOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
26.745 %
Winner45.623 %
Vals AI
Source details
Data as of: 09/27/2026
EMBOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner63.548 %
57.208 %
Vals AI
Source details
Data as of: 09/27/2026
Finance Agent (v2)Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
Winner57.861 %
53.481 %
Vals AI
Source details
Data as of: 09/27/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
No documented difference in the test setupVersion: 1Metric: task resolution rateScoring: Higher is better
2.5 %
Winner6.667 %
Vals AI
Source details
Data as of: 09/27/2026
Legal Research BenchOverall · All-pass
Test details
No documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is better
30.769 %
Winner41.346 %
Vals AI
Source details
Data as of: 09/27/2026
LegalBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner83.602 %
83.277 %
Vals AI
Source details
Data as of: 09/27/2026
MedCodeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner55.825 %
41.173 %
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
76.574 %
Winner85.5 %
Vals AI
Source details
Data as of: 09/26/2026
ProofBenchOverall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better
31 %
Winner54 %
Vals AI
Source details
Data as of: 09/28/2026
Public Benefits Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better
59.472 %
Winner64.276 %
Vals AI
Source details
Data as of: 09/27/2026
SAGEOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner49.885 %
47.88 %
Vals AI
Source details
Data as of: 09/26/2026
SkillsBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
52.737 %
Winner69.802 %
Vals AI
Source details
Data as of: 09/27/2026
Tax Agent BenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
53.526 %
Winner62.458 %
Vals AI
Source details
Data as of: 09/27/2026
Terminal-Bench 2.1Overall
Test details
No documented difference in the test setupVersion: 2.1Metric: accuracyScoring: Higher is better
74.157 %
Winner74.532 %
Vals AI
Source details
Data as of: 09/27/2026
Terminal-Bench 4.0Overall
Test details
No documented difference in the test setupVersion: 4.0Metric: accuracyScoring: Higher is better
4.04 %
Winner11.616 %
Vals AI
Source details
Data as of: 09/27/2026
Terminal-Bench ScienceOverall
Test details
No documented difference in the test setupVersion: 0.1Metric: accuracyScoring: Higher is better
Tie4.286 %
Tie4.286 %
Vals AI
Source details
Data as of: 09/27/2026
Vals IndexOverall
Test details
No documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better
53.079 %
Winner57.86 %
Vals AI
Source details
Data as of: 09/27/2026
Vibe Code Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
48.683 %
Winner84.739 %
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

Gemini 3.5 Flash

Unavailable in this round

DeepSeek-V4.1-Flash

DeepSeek-V4.1-Flash: SVG short test
API reports 0 reasoning tokensTest run: Oct 12, 2026Provider: baidu/fp8API model: deepseek/deepseek-v4.1-flash638 output tokens
Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Gemini 3.5 Flash

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

Reasoning (requested): high

Current attempt
Run date
Oct 6, 2026
API provider
openrouter
Requested API model
google/gemini-3.5-flash
API model reported in response
google/gemini-3.5-flash
Reasoning setting
high
Pinned endpoint
Google AI Studio | google/gemini-3.5-flash-20260519
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
31.7 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

DeepSeek-V4.1-Flash

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-v4.1-flash
API model reported in response
deepseek/deepseek-v4.1-flash
Reasoning setting
high
Pinned endpoint
DeepSeek | deepseek/deepseek-v4.1-flash-20260910
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
25.8 s

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

Earlier attempts (2)
  • Oct 2, 2026API request failedReasoning setting: high
  • Oct 1, 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 Gemini 3.5 Flash and DeepSeek-V4.1-Flash with other leading models using the same data and benchmark logic.

View the complete LLM comparison