WizardLM 2 8x22B vs Stable Image Ultra
Compare WizardLM 2 8x22B and Stable Image Ultra: pricing, performance, context window, latency, and best use cases. Side-by-side comparison on XALEN.
Updated 2026-05-21 · By Abhishek Raj · Our methodology
| Feature | WizardLM 2 8x22B | Stable Image Ultra |
|---|---|---|
| Category | Open Source | Image |
| Parameters | 176B (22B active) | ~12B |
| Context Window | 65K | N/A |
| Input Price | $0.04/1M tokens | $0.008/image/1M tokens |
| Output Price | $0.08/1M tokens | N/A/1M tokens |
| Latency | ~350ms | ~4s |
Choose WizardLM 2 8x22B when:
- ✓ Complex instructions
- ✓ Math tasks
- ✓ Structured output
Strong instruction following, Good math, MoE efficient
Choose Stable Image Ultra when:
- ✓ Premium photography
- ✓ Marketing
- ✓ Product shoots
Highest quality, Photorealistic, Professional
Verdict: WizardLM 2 8x22B vs Stable Image Ultra
For cost efficiency, Stable Image Ultra wins at $0.008/image/1M input tokens. For speed, WizardLM 2 8x22B is faster at ~350ms. WizardLM 2 8x22B excels at Complex instructions while Stable Image Ultra is better for Premium photography. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.
Detailed Analysis
Pricing Comparison
WizardLM 2 8x22B costs $0.04/1M input tokens and $0.08/1M output tokens. Stable Image Ultra costs $0.008/image input and N/A output. Stable Image Ultra is 5.0x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
WizardLM 2 8x22B has a 65K context window with ~350ms latency. Stable Image Ultra offers N/A context at ~4s. WizardLM 2 8x22B has the larger context window.
Best For
WizardLM 2 8x22B (Open Source) is optimized for: Complex instructions, Math tasks, Structured output. Stable Image Ultra (Image) works best for: Premium photography, Marketing, Product shoots.
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 WizardLM 2 8x22B
response_a = client.chat.completions.create(
model="wizardlm-2-8x22b",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use Stable Image Ultra
response_b = client.chat.completions.create(
model="stable-image-ultra",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, WizardLM 2 8x22B or Stable Image Ultra?
WizardLM 2 8x22B (Open Source, 176B (22B active)) offers Strong instruction following. Stable Image Ultra (Image, ~12B) offers Highest quality. Choose WizardLM 2 8x22B for Complex instructions or Stable Image Ultra for Premium photography.
How much does WizardLM 2 8x22B cost vs Stable Image Ultra?
WizardLM 2 8x22B: $0.04/1M input, $0.08/1M output. Stable Image Ultra: $0.008/image/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 WizardLM 2 8x22B and Stable Image Ultra 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.