Goliath 120B vs WizardLM-2 8x22B: Which AI Model Is Better?

Updated March 2026· Based on independent benchmark data

Quick Verdict

WizardLM-2 8x22B is 6.0x cheaper at $0.62/1M tokens vs $3.75/1M.

Head-to-Head Comparison

MetricGoliath 120BWizardLM-2 8x22B
Intelligence ScoreN/AN/A
Coding ScoreN/AN/A
Math ScoreN/AN/A
Speed (tok/s)N/AN/A
Latency (TTFT)N/AN/A
Input Price / 1M tokens$3.75$0.62
Output Price / 1M tokens$7.50$0.62
Context Window6K66K
Max Output Tokens1K8K
Input ModalitiesTextText
Output ModalitiesTextText
Free TierNoNo

Detailed Analysis

Pricing

WizardLM-2 8x22B is more affordable at $0.62/1M input tokens ($0.62/1M output), while Goliath 120B costs $3.75/1M input ($7.50/1M output). That makes Goliath 120B 6.0x more expensive per token, which can add up significantly at scale. For a typical workload of 100 requests per day at 2,000 tokens each, Goliath 120B would cost approximately $22.50/month vs $3.72/month for WizardLM-2 8x22B in input costs alone.

Context Window

WizardLM-2 8x22B offers a larger context window at 66K tokens compared to Goliath 120B's 6K. This means WizardLM-2 8x22B can process roughly 33 pages of text in a single request vs 3 pages for Goliath 120B. For output length, WizardLM-2 8x22B can generate up to 8K tokens per response vs 1K for Goliath 120B.

Best Use Cases

Choose WizardLM-2 8x22B when you need lower cost, larger context window (66K).

Choose WizardLM-2 8x22B if:

  • Budget is a concern ($0.62/1M vs $3.75/1M)
  • You need a larger context window (66K vs 6K)

Frequently Asked Questions

Which is cheaper, Goliath 120B or WizardLM-2 8x22B?

WizardLM-2 8x22B is cheaper at $0.62/1M input tokens vs $3.75/1M for Goliath 120B.

Can Goliath 120B process images?

No, Goliath 120B does not support image input. Neither model supports image input.

Which has a larger context window, Goliath 120B or WizardLM-2 8x22B?

WizardLM-2 8x22B has a larger context window at 66K compared to Goliath 120B's 6K.

Related Comparisons

Benchmark data by Artificial Analysis

Data last synced: March 2026