WizardLM 2 8x22B vs PlayHT 3.0

Compare WizardLM 2 8x22B and PlayHT 3.0: 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 WizardLM 2 8x22B PlayHT 3.0
CategoryOpen SourceSpeech
Parameters176B (22B active)Generative
Context Window65KN/A
Input Price$0.04/1M tokens$0.018/1K/1M tokens
Output Price$0.08/1M tokensN/A/1M tokens
Latency~350ms~250ms

Choose WizardLM 2 8x22B when:

  • ✓ Complex instructions
  • ✓ Math tasks
  • ✓ Structured output
Key Strengths:

Strong instruction following, Good math, MoE efficient

Choose PlayHT 3.0 when:

  • ✓ Voice cloning
  • ✓ Content narration
  • ✓ IVR systems
Key Strengths:

Instant cloning, Good quality, Many languages

Verdict: WizardLM 2 8x22B vs PlayHT 3.0

For cost efficiency, PlayHT 3.0 wins at $0.018/1K/1M input tokens. For speed, PlayHT 3.0 is faster at ~250ms. WizardLM 2 8x22B excels at Complex instructions while PlayHT 3.0 is better for Voice cloning. 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. PlayHT 3.0 costs $0.018/1K input and N/A output. PlayHT 3.0 is 2.2x 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. PlayHT 3.0 offers N/A context at ~250ms. WizardLM 2 8x22B has the larger context window.

Best For

WizardLM 2 8x22B (Open Source) is optimized for: Complex instructions, Math tasks, Structured output. PlayHT 3.0 (Speech) works best for: Voice cloning, Content narration, IVR systems.

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 PlayHT 3.0
response_b = client.chat.completions.create(
    model="playht-3",
    messages=[{"role": "user", "content": "Your question here"}]
)

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Get API Key Try in Playground

Frequently Asked Questions

Which is better, WizardLM 2 8x22B or PlayHT 3.0?

WizardLM 2 8x22B (Open Source, 176B (22B active)) offers Strong instruction following. PlayHT 3.0 (Speech, Generative) offers Instant cloning. Choose WizardLM 2 8x22B for Complex instructions or PlayHT 3.0 for Voice cloning.

How much does WizardLM 2 8x22B cost vs PlayHT 3.0?

WizardLM 2 8x22B: $0.04/1M input, $0.08/1M output. PlayHT 3.0: $0.018/1K/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 PlayHT 3.0 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.