LLM Reference

DeepSeek R1 Basic vs Gemini 2.5 Pro Computer Use Preview

DeepSeek R1 Basic (2025) and Gemini 2.5 Pro Computer Use Preview (2025) are frontier reasoning models from DeepSeek and Google DeepMind. DeepSeek R1 Basic ships a 160k-token context window, while Gemini 2.5 Pro Computer Use Preview ships a 1.05m-token context window. On pricing, DeepSeek R1 Basic costs $0.56/1M input tokens versus $1.25/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

DeepSeek R1 Basic is ~123% cheaper at $0.56/1M; pay for Gemini 2.5 Pro Computer Use Preview only for long-context analysis.

Decision scorecard

Local evidence first
SignalDeepSeek R1 BasicGemini 2.5 Pro Computer Use Preview
Best forreasoning-heavy appsmultimodal apps, tool-calling agents, and long-context analysis
Decision fitLong contextRAG, Agents, and Long context
Context window160k1.05m
Cheapest output$1.68/1M tokens$10/1M tokens
Provider routes1 tracked2 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose DeepSeek R1 Basic when...
  • DeepSeek R1 Basic has the lower cheapest tracked output price at $1.68/1M tokens.
  • DeepSeek R1 Basic uniquely exposes Reasoning in local model data.
  • Local decision data tags DeepSeek R1 Basic for Long context.
Choose Gemini 2.5 Pro Computer Use Preview when...
  • Gemini 2.5 Pro Computer Use Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Pro Computer Use Preview has broader tracked provider coverage for fallback and procurement flexibility.
  • Gemini 2.5 Pro Computer Use Preview uniquely exposes Vision, Multimodal, and Function calling in local model data.
  • Local decision data tags Gemini 2.5 Pro Computer Use Preview for RAG, Agents, and Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate DeepSeek R1 Basic

DeepSeek R1 Basic

$868

Cheapest tracked route/tier: Fireworks AI

Gemini 2.5 Pro Computer Use Preview

$3,500

Cheapest tracked route/tier: Google AI Studio

Estimated monthly gap: $2,632. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 Basic -> Gemini 2.5 Pro Computer Use Preview
  • No overlapping tracked provider route is sourced for DeepSeek R1 Basic and Gemini 2.5 Pro Computer Use Preview; plan for SDK, billing, or endpoint changes.
  • Gemini 2.5 Pro Computer Use Preview is $8.32/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Gemini 2.5 Pro Computer Use Preview adds Vision, Multimodal, and Function calling in local capability data.
Gemini 2.5 Pro Computer Use Preview -> DeepSeek R1 Basic
  • No overlapping tracked provider route is sourced for Gemini 2.5 Pro Computer Use Preview and DeepSeek R1 Basic; plan for SDK, billing, or endpoint changes.
  • DeepSeek R1 Basic is $8.32/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Function calling before moving production traffic.
  • DeepSeek R1 Basic adds Reasoning in local capability data.

Specs

Specification
Released2025-01-012025-10-01
Context window160k1.05m
Parameters671B
Architecturedecoder onlydecoder only
LicenseMIT(OSI)Proprietary
OpennessOpen sourceProprietary
Commercial useCommercial use allowedCommercial use with conditions
Knowledge cutoff-2025-01

Pricing and availability

Pricing attributeDeepSeek R1 BasicGemini 2.5 Pro Computer Use Preview
Input price$0.56/1M tokens$1.25/1M tokens
Output price$1.68/1M tokens$10/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1 BasicGemini 2.5 Pro Computer Use Preview
VisionNoYes
MultimodalNoYes
ReasoningYesNo
Function callingNoYes
Tool useNoYes
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on vision: Gemini 2.5 Pro Computer Use Preview, multimodal input: Gemini 2.5 Pro Computer Use Preview, reasoning mode: DeepSeek R1 Basic, function calling: Gemini 2.5 Pro Computer Use Preview, tool use: Gemini 2.5 Pro Computer Use Preview, and structured outputs: Gemini 2.5 Pro Computer Use Preview. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, DeepSeek R1 Basic lists $0.56/1M input and $1.68/1M output tokens on the cheapest tracked provider, while Gemini 2.5 Pro Computer Use Preview lists $1.25/1M input and $10/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts DeepSeek R1 Basic lower by about $2.98 per million blended tokens. Availability is 1 providers versus 2, so concentration risk also matters.

Choose DeepSeek R1 Basic when reasoning depth and lower input-token cost are central to the workload. Choose Gemini 2.5 Pro Computer Use Preview when long-context analysis, larger context windows, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, DeepSeek R1 Basic or Gemini 2.5 Pro Computer Use Preview?

Gemini 2.5 Pro Computer Use Preview supports 1.05m tokens, while DeepSeek R1 Basic supports 160k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, DeepSeek R1 Basic or Gemini 2.5 Pro Computer Use Preview?

DeepSeek R1 Basic is cheaper on tracked token pricing. DeepSeek R1 Basic costs $0.56/1M input and $1.68/1M output tokens. Gemini 2.5 Pro Computer Use Preview costs $1.25/1M input and $10/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is DeepSeek R1 Basic or Gemini 2.5 Pro Computer Use Preview open source?

DeepSeek R1 Basic is listed under MIT. Gemini 2.5 Pro Computer Use Preview is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, DeepSeek R1 Basic or Gemini 2.5 Pro Computer Use Preview?

Gemini 2.5 Pro Computer Use Preview has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for multimodal input, DeepSeek R1 Basic or Gemini 2.5 Pro Computer Use Preview?

Gemini 2.5 Pro Computer Use Preview has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run DeepSeek R1 Basic and Gemini 2.5 Pro Computer Use Preview?

DeepSeek R1 Basic is available on Fireworks AI. Gemini 2.5 Pro Computer Use Preview is available on Google AI Studio and GCP Vertex AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.