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Nemotron 3.5 Content Safety (free) vs WizardLM-2 8x22B

Signal-by-Signal Comparison
SignalNemotron 3.5 Content Safety (free)DeltaWizardLM-2 8x22B
Capabilities
50
+17
33
Pricing
100
+1
99
Context window size
81
+5
76
Recency
100
+100
0
Output Capacity
65
+0
65
Benchmarks
0
-31
31
Overall Result
5 wins
of 6
1 wins
Nemotron 3.5 Content Safety (free) wins 5 of 6 signals

Score History

Score History (25 data points)
Nemotron 3.5 Content Safety (free)WizardLM-2 8x22B
Nemotron 3.5 Content Safety (free)

40

current score

Leader

Nemotron 3.5 Content Safety (free)

right now

WizardLM-2 8x22B

28.8

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Nemotron 3.5 Content Safety (free)

NVIDIA

Best Value
Per request$0.000000
Daily$0.00
Monthly$0.00
Annual$0.00

WizardLM-2 8x22B

Microsoft

Per request$0.000930
Daily$3.10
Monthly$93.00
Annual$1116.00

Nemotron 3.5 Content Safety (free) saves you $93.00/month

That's $1116.00/year compared to WizardLM-2 8x22B at your current usage level of 100K calls/month.

100% cheaper
Choose Nemotron 3.5 Content Safety (free) for cost optimization

Nemotron 3.5 Content Safety (free) pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
WizardLM-2 8x22B pricing:
Input:$0.62/M tokens
Output:$0.62/M tokens
Winner
Nemotron 3.5 Content Safety (free)

NVIDIA

40

Composite Score

WizardLM-2 8x22B

Microsoft

29

Composite Score

Signal-by-Signal Comparison
MetricNemotron 3.5 Content Safety (free)WizardLM-2 8x22BWinner
Overall Score
40
29
Nemotron 3.5 Content Safety (free)
Rank#255#372
Nemotron 3.5 Content Safety (free)
Quality Rank#255#372
Nemotron 3.5 Content Safety (free)
Adoption Rank#255#372
Nemotron 3.5 Content Safety (free)
Parameters--22B--
Context Window128K66K
Nemotron 3.5 Content Safety (free)
PricingFree$0.62/$0.62/M--
Signal Scores
Capabilities
50
33
Nemotron 3.5 Content Safety (free)
Pricing
100
99
Nemotron 3.5 Content Safety (free)
Context window size
81
76
Nemotron 3.5 Content Safety (free)
Recency
100
0
Nemotron 3.5 Content Safety (free)
Output Capacity
65
65
Nemotron 3.5 Content Safety (free)
Benchmarks--
31
WizardLM-2 8x22B
Benchmark Head-to-Head(1 benchmarks)
Nemotron 3.5: 0WizardLM-2 8x22B: 0
Nemotron 3.5
WizardLM-2 8x22B
Normalized 0-100%
MMLU-Pro
-39.2%
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Nemotron 3.5 Content Safety (free)Entry Level

Scores 40/100 (rank #255), placing it in the top 12% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
WizardLM-2 8x22BLimited

Scores 29/100 (rank #372), placing it in the top -28% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Nemotron 3.5 Content Safety (free) has a 11-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Nemotron 3.5 Content Safety (free) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (128K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose WizardLM-2 8x22B when you need:

  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Nemotron 3.5 Content Safety (free)
Input cost$0.00/M tokens
Output cost$0.00/M tokens
Cost per quality point$0.000
Est. monthly (1M tokens/day)$0.00
WizardLM-2 8x22B
Input cost$0.62/M tokens
Output cost$0.62/M tokens
Cost per quality point$0.043
Est. monthly (1M tokens/day)$18.60

Compare the cost per quality point to find the best value for your specific workload.

Latency & Speed
Nemotron 3.5 Content Safety (free)Faster
Speed score0/100
WizardLM-2 8x22B
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Nemotron 3.5 Content Safety (free)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Nemotron 3.5 Content Safety (free) also offers lower per-token costs for high-volume support

Nemotron 3.5 Content Safety (free)

Long document analysis

Larger context window (128K tokens) can process longer documents, contracts, and research papers in a single pass

Nemotron 3.5 Content Safety (free)

Batch data extraction

Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily

Nemotron 3.5 Content Safety (free)

Creative writing & content

Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content

Nemotron 3.5 Content Safety (free)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Nemotron 3.5 Content Safety (free)
Which Should You Choose?
Our recommendation:
Nemotron 3.5 Content Safety (free)

Nemotron 3.5 Content Safety (free) clearly outperforms WizardLM-2 8x22B with a significant 11.2-point lead. For most general use cases, Nemotron 3.5 Content Safety (free) is the stronger choice. However, WizardLM-2 8x22B may still excel in niche scenarios.

by NVIDIA

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 100% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by Microsoft

Consider for specialized use cases.

Capability Comparison
CapabilityNemotron 3.5 Content Safety (free)WizardLM-2 8x22B
Vision (Image Input)differs
Function Calling
Streaming
JSON Modediffers
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Nemotron 3.5 Content Safety (free)

NVIDIA

Best Value
$0.000000
estimated monthly cost

WizardLM-2 8x22B

Microsoft

$1.86
estimated monthly cost

Nemotron 3.5 Content Safety (free) saves you $1.86/month

That's 100% cheaper than WizardLM-2 8x22B at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterNemotron 3.5 Content Safety (free)WizardLM-2 8x22B
Context Window128K66K
Max Output Tokens8,1928,000
Open SourceYesYes
CreatedJun 4, 2026Apr 16, 2024
Last updated: 1h ago

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Nemotron 3.5 Content Safety (free) vs WizardLM-2 8x22B (2026) | LM Market Cap