reasoning

O4 Mini vs Gemini 2.5 Flash

Side-by-side pricing, context window, features, and per-use-case verdict. Data sourced from LiteLLM, updated regularly.

Specifications

Feature O4 Mini Gemini 2.5 Flash
Provider openai vertex ai-language-models
Model ID o4-mini gemini-2.5-flash
Input / 1M tokens $1.10 $0.30 (73% cheaper)
Output / 1M tokens $4.40 $2.50 (43% cheaper)
Cached input / 1M $0.28 $0.03
Context window 200kk tokens 1049kk tokens
Max output 100kk tokens 66kk tokens
Vision
Function calling
Prompt caching
Web search
JSON schema

Monthly cost comparison

No cache discount applied — pure token costs at three usage scales.

Scale O4 Mini Gemini 2.5 Flash Winner
Small
1M in / 0.2M out
$1.98 $0.80 Gemini 2.5 Flash saves 60%
Medium
10M in / 2M out
$19.80 $8.00 Gemini 2.5 Flash saves 60%
Large
100M in / 20M out
$198 $80.00 Gemini 2.5 Flash saves 60%

Category winners

Cheapest input
Gemini 2.5 Flash
$0.30/M · 73% less than the other
Cheapest output
Gemini 2.5 Flash
$2.50/M · 43% less than the other
Larger context
Gemini 2.5 Flash
1049kk tokens · 424% larger window
More features
O4 Mini
5 / 5 capabilities (tied)

Better for…

High-volume RAG & repeated context
$0.03/M cached input — prompt caching makes repeated context retrieval significantly cheaper
Gemini 2.5 Flash
Short interactions & high-throughput APIs
$2.50/M output — 43% cheaper on output at scale
Gemini 2.5 Flash
Long-document processing & large codebases
1049k context window vs 200k — 424% larger context
Gemini 2.5 Flash
Cost-sensitive production at scale
$80.00/month at 100M-token scale — 60% cheaper than the alternative
Gemini 2.5 Flash

Deep-dive on each model

Pricing data sourced from LiteLLM and refreshed regularly. Always verify with each provider's official pricing page before making business decisions.