Price Per TokenPrice Per Token
Fireworks
Fireworks
vs
Google
Google

KAT Dev 72B Exp vs Gemini 3 Pro Preview

A detailed comparison of pricing, benchmarks, and capabilities

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Key Takeaways

KAT Dev 72B Exp wins:

  • Cheaper input tokens
  • Cheaper output tokens

Gemini 3 Pro Preview wins:

  • Larger context window
  • Faster response time
  • Higher intelligence benchmark
  • Better at coding
  • Better at math
  • Supports vision
  • Has reasoning mode
  • Supports tool calls
Price Advantage
KAT Dev 72B Exp
Benchmark Advantage
Gemini 3 Pro Preview
Context Window
Gemini 3 Pro Preview
Speed
Gemini 3 Pro Preview

Pricing Comparison

Price Comparison

MetricKAT Dev 72B ExpGemini 3 Pro PreviewWinner
Input (per 1M tokens)$0.90$2.00 KAT Dev 72B Exp
Output (per 1M tokens)$0.90$12.00 KAT Dev 72B Exp
Cache Read (per 1M)$0.45$0.20 Gemini 3 Pro Preview
Cache Write (per 1M)N/A$0.38 Gemini 3 Pro Preview
Using a 3:1 input/output ratio, KAT Dev 72B Exp is 80% cheaper overall.

KAT Dev 72B Exp Providers

No provider data available

Gemini 3 Pro Preview Providers

No provider data available

Benchmark Comparison

6
Benchmarks Compared
0
KAT Dev 72B Exp Wins
0
Gemini 3 Pro Preview Wins

Benchmark Scores

BenchmarkKAT Dev 72B ExpGemini 3 Pro PreviewWinner
Intelligence Index
Overall intelligence score
-48.4-
Coding Index
Code generation & understanding
-46.5-
Math Index
Mathematical reasoning
-95.7-
MMLU Pro
Academic knowledge
-89.8-
GPQA
Graduate-level science
-90.8-
LiveCodeBench
Competitive programming
-91.7-
Gemini 3 Pro Preview significantly outperforms in coding benchmarks.

Cost vs Quality

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Context & Performance

Context Window

KAT Dev 72B Exp
N/A
tokens
Gemini 3 Pro Preview
1,048,576
tokens

Speed Performance

MetricKAT Dev 72B ExpGemini 3 Pro PreviewWinner
Tokens/secondN/A113.2 tok/s
Time to First TokenN/A13.82s

Capabilities

Feature Comparison

FeatureKAT Dev 72B ExpGemini 3 Pro Preview
Vision (Image Input)
Tool/Function Calls
Reasoning Mode
Audio Input
Audio Output
PDF Input
Prompt Caching
Web Search

License & Release

PropertyKAT Dev 72B ExpGemini 3 Pro Preview
LicenseProprietaryProprietary
AuthorFireworksGoogle
ReleasedUnknownNov 2025

KAT Dev 72B Exp Modalities

Input
Output

Gemini 3 Pro Preview Modalities

Input
textimagefileaudiovideo
Output
text

Related Comparisons

Compare KAT Dev 72B Exp with:

Compare Gemini 3 Pro Preview with:

Frequently Asked Questions

KAT Dev 72B Exp has cheaper input pricing at $0.90/M tokens. KAT Dev 72B Exp has cheaper output pricing at $0.90/M tokens.
Gemini 3 Pro Preview scores higher on coding benchmarks with a score of 46.5, compared to KAT Dev 72B Exp's score of N/A.
KAT Dev 72B Exp has a unknown token context window, while Gemini 3 Pro Preview has a 1,048,576 token context window.
KAT Dev 72B Exp does not support vision. Gemini 3 Pro Preview supports vision.
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