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Home/DeepSeek R1 vs DeepSeek V3
Winner: DeepSeek V3DeepSeek model comparison

DeepSeek R1 vs DeepSeek V3

DeepSeek V3 wins on coding (87 vs 84) and writing quality and price ($0.27 vs $0.55/1M input). For most workflows, DeepSeek V3 is the stronger default — gpt-4o-class coding quality at under $0.30/1m — the best value in the directory.

Last verified Mar 24, 2026/Model data modified Mar 24, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
DeepSeekBudget
Input cost
$0.27/1M
Context
128k tokens
Speed
Fast

Clear recommendation block

The safest DeepSeek R1 vs DeepSeek V3 default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

DeepSeek V3

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Why this recommendation

DeepSeek V3 is the strongest answer here for DeepSeek R1 vs DeepSeek V3 — pick it when quality of output matters more than the $0.27/1M/1M input you pay for it.

DeepSeekBudget
Best for
Coding, reasoning, and general tasks at extreme cost efficiency
Price
$0.27/1M
Context
128k tokens
Best value model

GPT-5.1-Codex-Max

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Why this recommendation

GPT-5.1-Codex-Max is the cheaper way in for DeepSeek R1 vs DeepSeek V3, at $1.25/1M/1M input against DeepSeek V3's $0.27/1M/1M.

OpenAIBalanced
Best for
Professional developers and engineering teams working with complex, multi-file codebases who need accurate code generation, debugging, and architectural reasoning.
Price
$1.25/1M
Context
400k tokens
Best for speed

DeepSeek R1

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Why this recommendation

DeepSeek R1 is the fastest of these for DeepSeek R1 vs DeepSeek V3 — worth it when latency is what the reader notices, not the last few points of reasoning depth.

DeepSeekBudget
Best for
Math, science, complex reasoning, and multi-step problem solving at budget cost
Price
$0.55/1M
Context
128k tokens

Why this page recommends it

DeepSeek V3 leads on coding with a score of 87 vs 84 for DeepSeek R1.

DeepSeek V3 is cheaper at $0.27/1M input tokens vs $0.55/1M for DeepSeek R1.

DeepSeek V3 is the stronger default for coding tasks.

Decision notes

DeepSeek V3 is the safer default: it is built for coding, reasoning, and general tasks at extreme cost efficiency, which covers most of what people bring to this comparison.

Choose DeepSeek R1 when your work is mostly math and science — that is the workload it was tuned for.

Both models serve different primary workflows — DeepSeek V3 for coding and reasoning, DeepSeek R1 for math and science — so running each where it has a clear edge often beats forcing one to do both.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the DeepSeek R1 vs DeepSeek V3 answer changes when cost, speed, or long-document depth leads the decision.

#1DeepSeek V374 pts
#2DeepSeek R170 pts
Quality first

DeepSeek V3

DeepSeek / Budget / Mar 24, 2026

74

GPT-4o-class coding quality at under $0.30/1M — the best value in the directory.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$0.27/1M
$1.10/1M out
Speed
Fast
4/5 score
Context
128k tokens
input window
View model
Data-backed recommendation
Avoid this pick if

Your team has data sovereignty requirements or needs enterprise-grade reliability guarantees.

Recommended comparisons

Where the DeepSeek R1 vs DeepSeek V3 recommendation shifts once you weigh price or latency differently.

DeepSeekBudgetWinner: DeepSeek V3

DeepSeek R1

Open-source o1-class reasoning at a fraction of the cost.

Best use case
Math, science, complex reasoning, and multi-step problem solving at budget cost
Input
$0.55/1M
Pricing
Budget
Speed
Deliberate
Context
128k tokens
ReasoningOpen sourceBudget
DeepSeekBudgetOption 2

DeepSeek V3

GPT-4o-class coding quality at under $0.30/1M — the best value in the directory.

Best use case
Coding, reasoning, and general tasks at extreme cost efficiency
Input
$0.27/1M
Pricing
Budget
Speed
Fast
Context
128k tokens
Open sourceBudgetCoding

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
DeepSeek V3DeepSeek$0.27/1M$1.10/1M$4.90128k tokensFast877480
DeepSeek R1DeepSeek$0.55/1M$2.19/1M$9.88128k tokensDeliberate846089

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for DeepSeek R1 vs DeepSeek V3, what it is genuinely good at, and where we would steer you away from it.

DeepSeek V3

Winner: DeepSeek V3DeepSeek

Ranked first here for DeepSeek R1 vs DeepSeek V3: 87/100 on coding, with the widest margin of anything in this line-up.

Open-source frontier model from DeepSeek that matches GPT-4o class performance at a fraction of the cost — the most disruptive budget option for coding and general tasks.

Input
$0.27/1M
Output
$1.10/1M
Context
128k tokens
Speed
Fast

What people actually use it for

  • High-volume code generation and review pipelines where GPT-4o-class quality is needed at budget pricing
  • Research synthesis and document analysis at scale without premium model costs
  • General-purpose assistant workflows where open-source is preferred over proprietary models

Where it wins

  • GPT-4o class coding and reasoning at under $0.30/1M input tokens
  • Open-source weights available for self-hosting
  • Strong performance on HumanEval and coding benchmarks relative to price

Where it falls down

  • Chinese-origin model raises data sovereignty concerns for some enterprise teams
  • Slightly weaker on nuanced English writing tone compared to Claude and GPT
  • Less reliable for complex multi-step agentic workflows vs frontier models

Skip it if

Your team has data sovereignty requirements or needs enterprise-grade reliability guarantees.

Our verdict

The most cost-efficient model for GPT-4o-class coding quality. Hard to beat on value per token for engineering teams.

Full pricing, benchmark table and release notes on the DeepSeek V3 page.

DeepSeek R1

DeepSeek

Here for latency: it answers fastest of anything listed for DeepSeek R1 vs DeepSeek V3, at 84/100 on coding.

Open-source reasoning model that matches o1-class performance on math, science, and complex coding at a fraction of the cost — the best open alternative to proprietary reasoning models.

Input
$0.55/1M
Output
$2.19/1M
Context
128k tokens
Speed
Deliberate

What people actually use it for

  • Complex algorithm design and mathematical problem-solving where chain-of-thought reasoning matters
  • Scientific research synthesis requiring structured multi-step analysis
  • Hard coding challenges and competitive programming at low cost compared to o1

Where it wins

  • o1-class reasoning performance at under $0.60/1M input tokens
  • Open-source weights — can be self-hosted for sensitive workloads
  • Explicit chain-of-thought reasoning makes outputs auditable

Where it falls down

  • Slow — deliberate reasoning takes significantly longer than standard models
  • Overkill for routine tasks where a faster model gets the same result
  • Same data sovereignty concerns as DeepSeek V3 for regulated industries

Skip it if

Speed matters — R1's deliberate reasoning makes it wrong for interactive or high-throughput use cases.

Our verdict

The open-source reasoning model benchmark. If you need o1-class thinking at open-source pricing, nothing else competes.

Full pricing, benchmark table and release notes on the DeepSeek R1 page.

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DeepSeek
DeepSeek R1Open-source o1-class reasoning at a fraction of the cost.Read guide
DeepSeek
DeepSeek V3GPT-4o-class coding quality at under $0.30/1M — the best value in the directory.Read guide
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Quick links

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How we evaluate AI models

UseRightAI recommendations are based on practical decision factors people actually feel in day-to-day use.

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FAQ

Is DeepSeek R1 better than DeepSeek V3?

DeepSeek V3 wins on more of the categories we score — coding, research, reasoning — so it is the better default of the two. DeepSeek R1 is the better pick when your work is mostly math and science. Neither is universally "better": DeepSeek V3 is aimed at coding and reasoning, DeepSeek R1 at math and science.

Which is cheaper — DeepSeek R1 or DeepSeek V3?

DeepSeek V3 is cheaper at $0.27/1M input and $1.1/1M output. DeepSeek R1 costs $0.55/1M input and $2.19/1M output.

Which has a larger context window — DeepSeek R1 or DeepSeek V3?

Both DeepSeek R1 and DeepSeek V3 have the same 128K context window.

Is DeepSeek R1 or DeepSeek V3 better for coding?

DeepSeek V3 is better for coding with a score of 87 vs DeepSeek R1's 84 (out of 100). GPT-6 Astra is the overall coding leader in this directory at 100/100.

Which is faster — DeepSeek R1 or DeepSeek V3?

DeepSeek V3 is faster with a fast speed rating (score: 4) vs DeepSeek R1's deliberate rating (score: 1). Speed matters most for interactive and high-throughput work; for batch jobs the DeepSeek R1 latency penalty is usually invisible.

What are the downsides of DeepSeek V3?

Chinese-origin model raises data sovereignty concerns for some enterprise teams. Slightly weaker on nuanced English writing tone compared to Claude and GPT. Less reliable for complex multi-step agentic workflows vs frontier models. Avoid it if your team has data sovereignty requirements or needs enterprise-grade reliability guarantees. That is the main case for looking at DeepSeek R1 instead.

What are the downsides of DeepSeek R1?

Slow — deliberate reasoning takes significantly longer than standard models. Overkill for routine tasks where a faster model gets the same result. Same data sovereignty concerns as DeepSeek V3 for regulated industries. Avoid it if speed matters — R1's deliberate reasoning makes it wrong for interactive or high-throughput use cases. Against DeepSeek V3 specifically, the gap shows up most on coding (87 vs 84).

What does a month of real work cost on DeepSeek R1 vs DeepSeek V3?

Take a moderate workload of 10M input and 2M output tokens a month. DeepSeek R1 runs $9.88 (at $0.55/1M in and $2.19/1M out); DeepSeek V3 runs $4.90 (at $0.27/1M in and $1.1/1M out). That is a $4.98/month difference — DeepSeek V3 is the cheaper of the two at this volume, and the gap scales linearly as you send more. Output tokens dominate the bill on both, so prompt length matters far less than response length.

Can I use DeepSeek R1 and DeepSeek V3 together?

Yes, and for most teams that beats picking one. A common split is DeepSeek V3 for coding and reasoning, with DeepSeek R1 handling math and science. Since DeepSeek V3 is both the stronger and the cheaper option here, a split mainly makes sense if DeepSeek R1 covers a capability you specifically need.