LLM ComparisonGemini 3.1 ProDeepSeek V3

Gemini 3.1 Pro vs DeepSeek V3

Compare Gemini 3.1 Pro and DeepSeek V3. Build AI products powered by either model on Appaca.

Model Comparison

FeatureGemini 3.1 ProDeepSeek V3
ProviderGoogleDeepSeek
Model Typetexttext
Context Window1,048,576 tokensN/A
Input Cost
$4.00/ 1M tokens
N/A
Output Cost
$18.00/ 1M tokens
N/A

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Strengths & Best Use Cases

Gemini 3.1 Pro

Google

1. Google's most advanced reasoning Gemini model

  • Designed to solve complex problems across multimodal inputs, including text, audio, images, video, PDFs, and full code repositories.
  • Google highlights improved software engineering behavior, better agentic performance, and stronger usability in domains like finance and spreadsheets.

2. Large multimodal context with substantial output room

  • Supports a 1,048,576 token input context window for large repositories, long documents, and multi-source workflows.
  • Allows up to 65,536 output tokens for longer answers, plans, and code generations.

3. More efficient thinking with expanded controls

  • Improves token efficiency and reasoning performance across use cases.
  • Adds the MEDIUM thinking_level option to better balance cost, speed, and quality.

4. Strong support for production agents

  • Supports grounding with Google Search, code execution, function calling, structured outputs, context caching, RAG, and chat completions.
  • Also offers a custom-tools endpoint tuned for agentic workflows that mix bash-like tools with custom code tools.

DeepSeek V3

DeepSeek

1. Exceptional at large-scale data analysis

  • Designed to handle massive datasets.
  • Identifies trends, correlations, and anomalies.

2. High performance in predictive analytics

  • Useful for forecasting, modeling, and probabilistic predictions.
  • Popular in finance, medical research, and market trend analysis.

3. Optimized for structured, data-heavy workloads

  • Stronger at analytical and statistical tasks than general text generation.

4. Enterprise-oriented capabilities

  • Built for businesses needing deep insights from continuous data streams.

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