API cost decision in 10 seconds

KAT-Coder-Pro V2 vs Nemotron 3 Super (free)

Pick Nemotron 3 Super (free) when budget and context both matter.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nemotron 3 Super (free) when budget and context both matter.

On the standard 1M input plus 500K output workload, Nemotron 3 Super (free) is estimated at $0 vs $0.9 for KAT-Coder-Pro V2, saving $0.9 (100% lower).

Cost-first pickNemotron 3 Super (free)
Context-first pickNemotron 3 Super (free)
Sample savings$0.9100%
10x traffic gap$9

Nemotron 3 Super (free) is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $9. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Nemotron 3 Super (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickKAT-Coder-Pro V2Nemotron 3 Super (free)
Input-heavy / RAG5M input + 500K outputNemotron 3 Super (free)$2.1$0
Balanced workload1M input + 1M outputNemotron 3 Super (free)$1.5$0
Output-heavy chatbot1M input + 5M outputNemotron 3 Super (free)$6.3$0
Cheaper input Nemotron 3 Super (free) $0.3 vs $0 / 1M

Nemotron 3 Super (free) is free for input tokens while KAT-Coder-Pro V2 costs $0.3 per 1M tokens.

Cheaper output Nemotron 3 Super (free) $1.2 vs $0 / 1M

Nemotron 3 Super (free) is free for output tokens while KAT-Coder-Pro V2 costs $1.2 per 1M tokens.

Larger context Nemotron 3 Super (free) 256K vs 1M

Nemotron 3 Super (free) has 744K more context (3.91x larger).

Sample workload Nemotron 3 Super (free) $0.9 vs $0

Nemotron 3 Super (free) is free for the standard workload while the other model is estimated at $0.9.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
KAT-Coder-Pro V2 Calculating… Estimated API cost
Nemotron 3 Super (free) Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Nemotron 3 Super (free) has the lower input price; Nemotron 3 Super (free) has the lower output price; Nemotron 3 Super (free) offers the larger context window. For the 1M input plus 500K output sample, Nemotron 3 Super (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.9 for KAT-Coder-Pro V2 and $0 for Nemotron 3 Super (free).

Best Fit

Choose KAT-Coder-Pro V2 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Nemotron 3 Super (free) when you care most about lower input-token price, lower output-token price, and larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Nemotron 3 Super (free) is estimated at $0 vs $0.9 for KAT-Coder-Pro V2, saving $0.9 (100% lower).
  • Nemotron 3 Super (free) is free for the standard workload while the other model is estimated at $0.9.
  • Nemotron 3 Super (free) is free for input tokens while KAT-Coder-Pro V2 costs $0.3 per 1M tokens.
  • Nemotron 3 Super (free) is free for output tokens while KAT-Coder-Pro V2 costs $1.2 per 1M tokens.
  • Nemotron 3 Super (free) has 744K more context (3.91x larger).
Head-to-Head Specs
FeatureKAT-Coder-Pro V2
(Kwaipilot)
Nemotron 3 Super (free)
(NVIDIA)
Input Price
prompt tokens per 1M
$0.3$0
Completion Price
per 1M tokens
$1.2$0
Sample Workload Cost
1M input + 500K output
$0.9$0
Context Window256K1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNemotron 3 Super (free)On the standard 1M input plus 500K output workload, Nemotron 3 Super (free) is estimated at $0 vs $0.9 for KAT-Coder-Pro V2, saving $0.9 (100% lower).
High-volume input processingNemotron 3 Super (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsNemotron 3 Super (free)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workNemotron 3 Super (free)A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • No lower-cost same-provider swap is currently tracked for this pair.
Larger context near this budget
Popular competitors
  • No popular competitor is currently available.

Cheaper alternatives

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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Kwaipilot catalog

Review all tracked Kwaipilot models before deciding whether this matchup is the right shortlist.

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NVIDIA catalog

Check other NVIDIA models with comparable pricing, context, or release timing.

Open NVIDIA models
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