Skip to content

Nemotron 3.5 Lightning vs WizardLM-2 8x22B

vs
WizardLM-2 8x22B

Microsoft

29#416
Signal-by-Signal Comparison
SignalNemotron 3.5 LightningDeltaWizardLM-2 8x22B
Capabilities
67
+33
33
Pricing
100
+0
99
Context window size
86
+10
76
Recency
100
+100
0
Output Capacity
86
+24
62
Benchmarks
0
-31
31
Overall Result
5 wins
of 6
1 wins
Nemotron 3.5 Lightning wins 5 of 6 signals

Score History

Score History (32 data points)
Nemotron 3.5 LightningWizardLM-2 8x22B
Nemotron 3.5 Lightning

40

current score

Leader

Nemotron 3.5 Lightning

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 Lightning

NVIDIA

Best Value
Per request$0.000170
Daily$0.57
Monthly$17.00
Annual$204.00

WizardLM-2 8x22B

Microsoft

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

Nemotron 3.5 Lightning saves you $76.00/month

That's $912.00/year compared to WizardLM-2 8x22B at your current usage level of 100K calls/month.

82% cheaper
Choose Nemotron 3.5 Lightning for cost optimization

Nemotron 3.5 Lightning pricing:
Input:$0.07/M tokens
Output:$0.20/M tokens
WizardLM-2 8x22B pricing:
Input:$0.62/M tokens
Output:$0.62/M tokens
Winner
Nemotron 3.5 Lightning

NVIDIA

40

Composite Score

WizardLM-2 8x22B

Microsoft

29

Composite Score

Signal-by-Signal Comparison
MetricNemotron 3.5 LightningWizardLM-2 8x22BWinner
Overall Score
40
29
Nemotron 3.5 Lightning
Rank#274#416
Nemotron 3.5 Lightning
Quality Rank#274#416
Nemotron 3.5 Lightning
Adoption Rank#274#416
Nemotron 3.5 Lightning
Parameters--22B--
Context Window262K66K
Nemotron 3.5 Lightning
Pricing$0.07/$0.20/M$0.62/$0.62/M--
Signal Scores
Capabilities
67
33
Nemotron 3.5 Lightning
Pricing
100
99
Nemotron 3.5 Lightning
Context window size
86
76
Nemotron 3.5 Lightning
Recency
100
0
Nemotron 3.5 Lightning
Output Capacity
86
62
Nemotron 3.5 Lightning
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 LightningEntry Level

Scores 40/100 (rank #274), placing it in the top 6% of all 290 models tracked.

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

Scores 29/100 (rank #416), placing it in the top -43% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Nemotron 3.5 Lightning 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 Lightning when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (262K token context)
  • Agentic applications using tool/function calling
  • 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 LightningBest Value
Input cost$0.07/M tokens
Output cost$0.20/M tokens
Cost per quality point$0.007
Est. monthly (1M tokens/day)$4.05
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

Nemotron 3.5 Lightning offers 78% better value per quality point. At 1M tokens/day, you'd spend $4.05/month with Nemotron 3.5 Lightning vs $18.60/month with WizardLM-2 8x22B - a $14.55 monthly difference.

Latency & Speed
Nemotron 3.5 LightningFaster
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 Lightning

Customer support chatbot

Suitable for user-facing chat with competitive response times. Nemotron 3.5 Lightning also offers lower per-token costs for high-volume support

Nemotron 3.5 Lightning

Long document analysis

Larger context window (262K tokens) can process longer documents, contracts, and research papers in a single pass

Nemotron 3.5 Lightning

Batch data extraction

Lower output pricing ($0.20/M) reduces costs when processing thousands of records daily

Nemotron 3.5 Lightning

Creative writing & content

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

Nemotron 3.5 Lightning
Which Should You Choose?
Our recommendation:
Nemotron 3.5 Lightning

Nemotron 3.5 Lightning clearly outperforms WizardLM-2 8x22B with a significant 11.2-point lead. For most general use cases, Nemotron 3.5 Lightning 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 - 78% 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 LightningWizardLM-2 8x22B
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Nemotron 3.5 Lightning

NVIDIA

Best Value
$0.3660
estimated monthly cost

WizardLM-2 8x22B

Microsoft

$1.86
estimated monthly cost

Nemotron 3.5 Lightning saves you $1.49/month

That's 80% 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 LightningWizardLM-2 8x22B
Context Window262K66K
Max Output Tokens235,9298,000
Open SourceYesYes
CreatedAug 11, 2026Apr 16, 2024
Last updated: 9m ago

Related comparisons

Nemotron 3.5 Lightning vs WizardLM-2 8x22B (2026) | LM Market Cap