Gemini 3.8 Flash vs Seed 2.0 Pro
Gemini 3.8 Flash leads the LLM Stats Score 50.5 to 39.5. Seed 2.0 Pro is 1.3x cheaper per token.
Google · ByteDance · Updated for 2026
Which is better?
Gemini 3.8 Flash leads the overall LLM Stats Score 50.5 to 39.5, ranking #17 overall.
On price, Seed 2.0 Pro is roughly 1.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
Gemini 3.8 Flash also accepts a larger context window (1,048,576 input tokens), making it the stronger choice for long documents and large codebases.
Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.
Choose Gemini 3.8 Flash
- overall performance matters — it scores 50.5 and ranks #17 on LLM Stats
- your work emphasizes reasoning and coding — it leads those capability indexes
- you process long inputs — it offers a 1,048,576 token context window
- you want the most recent training data — it shipped Sep 2026
Choose Seed 2.0 Pro
- cost matters — it's about 1.3x cheaper per token
At a glance
The differences that matter most.
Individual benchmarks
13 reported for Gemini 3.8 Flash · 6 for Seed 2.0 Pro
Gemini 3.8 Flash and Seed 2.0 Prodon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.
Human preference
Blind head-to-head votes and playground preference scores
Pricing Analysis
Price comparison per million tokens
For input processing, Gemini 3.8 Flash ($0.75/1M tokens) is 1.5x more expensive than Seed 2.0 Pro ($0.50/1M tokens).
For output processing, Gemini 3.8 Flash ($3.75/1M tokens) is 1.3x more expensive than Seed 2.0 Pro ($3.00/1M tokens).
In conclusion, Gemini 3.8 Flash is more expensive than Seed 2.0 Pro.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Gemini 3.8 Flash accepts 1,048,576 input tokens compared to Seed 2.0 Pro's 256,000 tokens. Seed 2.0 Pro can generate longer responses up to 131,072 tokens, while Gemini 3.8 Flash is limited to 65,536 tokens.
Input capabilities
Documented input modalities across available providers
Both Gemini 3.8 Flash and Seed 2.0 Pro support multimodal inputs.
They are both capable of processing various types of data, offering versatility in application.
Gemini 3.8 Flash
Seed 2.0 Pro
License
Usage and distribution terms
Both models are licensed under proprietary licenses.
Both models have usage restrictions defined by their respective organizations.
Proprietary
Closed source
Proprietary
Closed source
Release Timeline
When each model was launched
Gemini 3.8 Flash was released on 2026-09-02, while Seed 2.0 Pro was released on 2026-02-14.
Gemini 3.8 Flash is 7 months newer than Seed 2.0 Pro.
Sep 2, 2026
2 weeks ago
6mo newerFeb 14, 2026
7 months ago
Knowledge Cutoff
When training data ends
Gemini 3.8 Flash has a knowledge cutoff of 2026-03-31, while Seed 2.0 Pro has a cutoff of 2024-01-01.
Gemini 3.8 Flash has more recent training data (up to 2026-03-31), making it potentially better informed about events through that date compared to Seed 2.0 Pro (2024-01-01).
Mar 2026
2.2 yr newerJan 2024
Provider Availability
Gemini 3.8 Flash is available from Google. Seed 2.0 Pro is available from DeepInfra.
Gemini 3.8 Flash
Seed 2.0 Pro
Outputs Comparison
Judge for yourself.
Run your own prompts against Gemini 3.8 Flash and Seed 2.0 Pro side-by-side, then vote on the output you prefer.
FAQ
Common questions about Gemini 3.8 Flash vs Seed 2.0 Pro.