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Gemini 3.1 Pro Preview vs UI-TARS 7B

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview and UI-TARS 7B.

Google

Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...

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ByteDance

UI-TARS 7B

UI-TARS-1.5 is a multimodal vision-language agent optimized for GUI-based environments, including desktop interfaces, web browsers, mobile systems, and games. Built by ByteDance, it builds upon the UI-TARS framework with reinforcement...

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Technical Specifications

SpecificationGemini 3.1 Pro PreviewUI-TARS 7B
ProviderGoogleByteDance
Context Window1,048,576 tokens128,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-192025-07-22

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview

$2.00

UI-TARS 7B

$0.10

Output Price per Million Tokens

Gemini 3.1 Pro Preview

$12.00

UI-TARS 7B

$0.20

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs7350.0%
Gemini 3.1 Pro Preview
UI-TARS 7B
HumanEvalPython coding & logic synthesis
N/Avs8020.0%
Gemini 3.1 Pro Preview
UI-TARS 7B
MATHComplex mathematical problem solving
N/Avs4050.0%
Gemini 3.1 Pro Preview
UI-TARS 7B
GPQAGraduate-level expert reasoning
N/Avs3000.0%
Gemini 3.1 Pro Preview
UI-TARS 7B
HellaSwagCommonsense reasoning and inference
N/Avs7800.0%
Gemini 3.1 Pro Preview
UI-TARS 7B
MT-BenchMulti-turn conversation flow quality
N/Avs805.0%
Gemini 3.1 Pro Preview
UI-TARS 7B

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.

UI-TARS 7B Quirks & Gotchas

No developer gotchas reported.