Llama 3.2 90B Vision vs Udio v2

Compare Llama 3.2 90B Vision and Udio v2: pricing, performance, context window, latency, and best use cases. Side-by-side comparison on XALEN.

Updated 2026-05-21 · By Abhishek Raj · Our methodology

All Meta models All Udio models What is an LLM API? Python Quickstart What is inference?
Feature Llama 3.2 90B Vision Udio v2
CategoryVisionAudio
Parameters90B~5B
Context Window128KN/A
Input Price$0.06/1M tokens$0.04/song/1M tokens
Output Price$0.10/1M tokensN/A/1M tokens
Latency~500ms~25s

Choose Llama 3.2 90B Vision when:

  • ✓ Chart image analysis
  • ✓ Document scanning
  • ✓ Visual Q&A
Key Strengths:

Vision + language, Open weights, Good reasoning

Choose Udio v2 when:

  • ✓ Music creation
  • ✓ Jingles
  • ✓ Devotional music
Key Strengths:

High-quality vocals, Genre variety, Lyric integration

Verdict: Llama 3.2 90B Vision vs Udio v2

For cost efficiency, Udio v2 wins at $0.04/song/1M input tokens. For speed, Udio v2 is faster at ~25s. Llama 3.2 90B Vision excels at Chart image analysis while Udio v2 is better for Music creation. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.

Detailed Analysis

Pricing Comparison

Llama 3.2 90B Vision costs $0.06/1M input tokens and $0.10/1M output tokens. Udio v2 costs $0.04/song input and N/A output. Udio v2 is 1.5x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.

Performance & Context

Llama 3.2 90B Vision has a 128K context window with ~500ms latency. Udio v2 offers N/A context at ~25s. Llama 3.2 90B Vision has the larger context window.

Best For

Llama 3.2 90B Vision (Vision) is optimized for: Chart image analysis, Document scanning, Visual Q&A. Udio v2 (Audio) works best for: Music creation, Jingles, Devotional music.

Try Both on XALEN

Both models are available through XALEN's OpenAI-compatible API. Switch between them by changing the model parameter:

from xalen import XALEN

client = XALEN(api_key="xln_test_YOUR_KEY")

# Use Llama 3.2 90B Vision
response_a = client.chat.completions.create(
    model="llama-3-2-90b-vision",
    messages=[{"role": "user", "content": "Your question here"}]
)

# Use Udio v2
response_b = client.chat.completions.create(
    model="udio-v2",
    messages=[{"role": "user", "content": "Your question here"}]
)

Start Building with XALEN

200+ AI models. One API. Pay-as-you-go.

Get API Key Try in Playground

Frequently Asked Questions

Which is better, Llama 3.2 90B Vision or Udio v2?

Llama 3.2 90B Vision (Vision, 90B) offers Vision + language. Udio v2 (Audio, ~5B) offers High-quality vocals. Choose Llama 3.2 90B Vision for Chart image analysis or Udio v2 for Music creation.

How much does Llama 3.2 90B Vision cost vs Udio v2?

Llama 3.2 90B Vision: $0.06/1M input, $0.10/1M output. Udio v2: $0.04/song/1M input, N/A/1M output. Both available on XALEN with batch processing at 50% discount.

Can I use both models on XALEN?

Yes. XALEN provides 200+ models through a single OpenAI-compatible API. Switch between Llama 3.2 90B Vision and Udio v2 by changing the model parameter. No code changes needed.

Related Comparisons

Llama 3.2 90B Vision vs Vedika Vision Llama 3.2 90B Vision vs Llama 3.2 11B Vision Llama 3.2 90B Vision vs Qwen 2.5 VL 72B Llama 3.2 90B Vision vs Qwen 2.5 VL 7B Llama 3.2 90B Vision vs Pixtral Large Llama 3.2 90B Vision vs Pixtral 12B

Last updated: 2026-05-21. Pricing and specifications may change. Check pricing page for latest rates.