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Claude Sonnet 4.5 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 Claude Sonnet 4.5 and UI-TARS 7B.

Anthropic

Claude Sonnet 4.5

Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...

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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

SpecificationClaude Sonnet 4.5UI-TARS 7B
ProviderAnthropicByteDance
Context Window1,000,000 tokens128,000 tokens
Agent Suitability91/100N/A
Time to First Token (TTFT)380 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-09-292025-07-22

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.5

$3.00

UI-TARS 7B

$0.10

Output Price per Million Tokens

Claude Sonnet 4.5

$15.00

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
8950.0%vs7350.0%
Claude Sonnet 4.5
UI-TARS 7B
HumanEvalPython coding & logic synthesis
9280.0%vs8020.0%
Claude Sonnet 4.5
UI-TARS 7B
MATHComplex mathematical problem solving
8000.0%vs4050.0%
Claude Sonnet 4.5
UI-TARS 7B
GPQAGraduate-level expert reasoning
6250.0%vs3000.0%
Claude Sonnet 4.5
UI-TARS 7B
HellaSwagCommonsense reasoning and inference
9580.0%vs7800.0%
Claude Sonnet 4.5
UI-TARS 7B
MT-BenchMulti-turn conversation flow quality
930.0%vs805.0%
Claude Sonnet 4.5
UI-TARS 7B

Claude Sonnet 4.5 Quirks & Gotchas

  • Excellent for long-form writing and nuanced document analysis
  • Slightly slower than Sonnet 4.6 — upgrade for production agentic use

UI-TARS 7B Quirks & Gotchas

No developer gotchas reported.