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Deepseek vs GPT-4o-mini Search Preview

This page is context-first: how much text each model can take in one request. Full specs adds capabilities and limits; the pricing matrix below is only about $/million tokens from hosts that list both models.

Deepseek

Model

Deepseek

Context window

128K

128,000 tokens · ~96K words

Model page
Openai

Model

GPT-4o-mini Search Preview

Image inputTool calling

Context window

128K

128,000 tokens · ~96K words

Model page

Context window · side by side

Bar length is relative to the larger of the two windows (100% = max of this pair). This is not pricing.

Deepseek128K
GPT-4o-mini Search Preview128K

Same context window size for both models.

Deepseek and GPT-4o-mini Search Preview have identical context windows (128K tokens). GPT-4o-mini Search Preview is 46% cheaper on input.

Quick verdicts

Short takeaways — validate with your own workloads.

  • RAG / high-volume retrieval

    Use GPT-4o-mini Search Preview. Input tokens are 46% cheaper — critical when sending large retrieved contexts.

  • Long output (reports, code files)

    Use GPT-4o-mini Search Preview. Its 16K max output lets you generate complete artifacts in one request.

Full specs

Context, output, capabilities, and dates. Green highlights the favorable value where we compute a winner.

SpecDeepseekGPT-4o-mini Search Preview
Context window128,000 tokens (128K)128,000 tokens (128K)
Max output tokens8,192 tokens (8K)16,384 tokens (16K)
Speed tierBalancedFast
VisionNoYes
Function callingNoYes
Extended thinkingYesNo
Prompt cachingYesYes
Batch APINoYes
Release dateN/AMar 2025

Pricing matrix

Dollar rates only: hosts that list both models, per 1M tokens. For how much text fits, use the context section above — not this table.

ProviderDeepseek inDeepseek outGPT-4o-mini Search Preview inGPT-4o-mini Search Preview out
Aws Bedrock$0.580/M$1.68/M
Azure$1.14/M$4.56/M
Deepinfra$0.380/M$0.890/M
Deepseek$0.280/M$0.420/M
Fireworks$0.900/M$0.900/M
Hyperbolic$0.200/M$0.200/M
Nebius$0.500/M$1.50/M
Novita$0.400/M$1.30/M
Openai$0.150/M$0.600/M
Openrouter$0.140/M$0.280/M
Replicate$1.45/M$1.45/M
Together Ai$1.25/M$1.25/M

Frequently asked questions

GPT-4o-mini Search Preview has a larger context window: 128K tokens vs 128K. For long documents, large codebases, or extended agent sessions, the larger context window reduces the need to chunk inputs or summarize history.

Powered by Mem0

Use a smaller model.
Get better results.

Mem0 gives your AI long-term memory so you stop re-sending context on every call. That means you can use a smaller, faster, cheaper model — and still get better answers.

Example: a multi-turn chat session

Without Mem0~128K tokens sent
Full history
Repeated info
Old context
With Mem0~20K tokens sent
Key memories
Current turn

80% less to send — works with any model