Stable Image Ultra vs Molmo 72B

Compare Stable Image Ultra and Molmo 72B: pricing, performance, context window, latency, and best use cases. Side-by-side comparison on XALEN.

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

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Feature Stable Image Ultra Molmo 72B
CategoryImageVision
Parameters~12B72B
Context WindowN/A128K
Input Price$0.008/image/1M tokens$0.04/1M tokens
Output PriceN/A/1M tokens$0.08/1M tokens
Latency~4s~350ms

Choose Stable Image Ultra when:

  • ✓ Premium photography
  • ✓ Marketing
  • ✓ Product shoots
Key Strengths:

Highest quality, Photorealistic, Professional

Choose Molmo 72B when:

  • ✓ Visual grounding
  • ✓ Object detection
  • ✓ Research
Key Strengths:

Fully open, Good pointing/grounding, Transparent

Verdict: Stable Image Ultra vs Molmo 72B

For cost efficiency, Stable Image Ultra wins at $0.008/image/1M input tokens. For speed, Molmo 72B is faster at ~350ms. Stable Image Ultra excels at Premium photography while Molmo 72B is better for Visual grounding. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.

Detailed Analysis

Pricing Comparison

Stable Image Ultra costs $0.008/image/1M input tokens and N/A/1M output tokens. Molmo 72B costs $0.04 input and $0.08 output. Stable Image Ultra is 5.0x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.

Performance & Context

Stable Image Ultra has a N/A context window with ~4s latency. Molmo 72B offers 128K context at ~350ms. Molmo 72B has the larger context window.

Best For

Stable Image Ultra (Image) is optimized for: Premium photography, Marketing, Product shoots. Molmo 72B (Vision) works best for: Visual grounding, Object detection, Research.

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 Stable Image Ultra
response_a = client.chat.completions.create(
    model="stable-image-ultra",
    messages=[{"role": "user", "content": "Your question here"}]
)

# Use Molmo 72B
response_b = client.chat.completions.create(
    model="molmo-72b",
    messages=[{"role": "user", "content": "Your question here"}]
)

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Get API Key Try in Playground

Frequently Asked Questions

Which is better, Stable Image Ultra or Molmo 72B?

Stable Image Ultra (Image, ~12B) offers Highest quality. Molmo 72B (Vision, 72B) offers Fully open. Choose Stable Image Ultra for Premium photography or Molmo 72B for Visual grounding.

How much does Stable Image Ultra cost vs Molmo 72B?

Stable Image Ultra: $0.008/image/1M input, N/A/1M output. Molmo 72B: $0.04/1M input, $0.08/1M 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 Stable Image Ultra and Molmo 72B by changing the model parameter. No code changes needed.

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