---
title: "kat-coder-pro - Model Details & Comparison"
description: "kat-coder-pro from Novita: capabilities, context limits, pricing, and side-by-side comparisons with alternative models."
url: "https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/novita/kat-coder-pro"
markdown: "https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/novita/kat-coder-pro.md"
---

# kat-coder-pro - Model Details & Comparison

> kat-coder-pro from Novita: capabilities, context limits, pricing, and side-by-side comparisons with alternative models.

## Important Links

- [View MCP Gateway](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/resources/mcp-gateway.md)
- [Features](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/#features)
- [Enterprise](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/enterprise)
- [Pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/pricing.md)
- [Docs](https://docs.getbifrost.ai)
- [GitHub](https://github.com/maximhq/bifrost)
- [Book a Demo](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/book-a-demo)

## About kat-coder-pro

kat-coder-pro is a chat model from Novita, one of 80 chat models they offer. It is priced at $0.30 per 1M input tokens and $1.20 per 1M output tokens, ranking 1053 out of 2669 chat models by cost and cheaper than 59% of models in this category. kat-coder-pro supports function calling, structured output. Its 256K-token context window is in the top 31% among chat models.

## Specifications

- **Novita Provider.**
- **Chat Mode.**
- **256,000 Max Input Tokens.**
- **128,000 Max Output Tokens.**
- **128,000 Max Tokens.**
- **$0.30 / 1M tokens Input Price.**
- **$1.20 / 1M tokens Output Price.**

## Capabilities

kat-coder-pro supports: Function Calling, Parallel Function Calling, System Messages, Response Schema, Tool Choice.

## kat-coder-pro Pricing Overview

At $0.30 per 1M input tokens and $1.20 per 1M output tokens, kat-coder-pro ranks 1053 out of 2669 chat models by input cost. It is more affordable compared to the median of $0.50 for chat models, and is cheaper than 59% of models in this category.

kat-coder-pro is one of 80 Novita chat models, with support for function calling, structured output. its 256K-token context window places it in the top 31% of chat models.

## Models to Compare

Alternatives to kat-coder-pro with comparable capabilities.

| Model | Provider | Input $/1M | Output $/1M |
| --- | --- | --- | --- |
| amazon.nova-2-lite-v1:0 | AWS Bedrock | $0.30 | $2.50 |
| apac.amazon.nova-2-lite-v1:0 | AWS Bedrock | $0.33 | $2.75 |
| eu.amazon.nova-2-lite-v1:0 | AWS Bedrock | $0.33 | $2.75 |
| us.amazon.nova-2-lite-v1:0 | AWS Bedrock | $0.33 | $2.75 |
| anthropic.claude-3-haiku-20240307-v1:0 | AWS Bedrock | $0.25 | $1.25 |

- [Compare amazon.nova-2-lite-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/amazon.nova-2-lite-v1-0.md)
- [Compare apac.amazon.nova-2-lite-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/apac.amazon.nova-2-lite-v1-0.md)
- [Compare eu.amazon.nova-2-lite-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/eu.amazon.nova-2-lite-v1-0.md)
- [Compare us.amazon.nova-2-lite-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/us.amazon.nova-2-lite-v1-0.md)
- [Compare anthropic.claude-3-haiku-20240307-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/anthropic.claude-3-haiku-20240307-v1-0.md)

## Related Resources

- [Calculate kat-coder-pro costs](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator/provider/novita/model/kat-coder-pro.md)
- [All Novita pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator/provider/novita.md)

## FAQ

### Is kat-coder-pro cheaper than amazon.nova-2-lite-v1:0?

No. kat-coder-pro costs $0.30 per 1M input tokens while amazon.nova-2-lite-v1:0 costs $0.30 per 1M input tokens, making amazon.nova-2-lite-v1:0 0% more affordable for input. However, kat-coder-pro may offer different capabilities or performance characteristics that justify the price difference.

### How does kat-coder-pro pricing compare to the average chat model?

kat-coder-pro input pricing is $0.30 per 1M tokens, which is 40% below the median of $0.50 for chat models. It ranks 1053 out of 2669 chat models by input cost, making it cheaper than 59% of models in this category. For output, it costs $1.20 per 1M tokens compared to the median of $1.44.

### What makes kat-coder-pro different from other Novita models?

Among Novita's 80 chat models, kat-coder-pro ranks 53 by input cost.

### What are the best alternatives to kat-coder-pro?

The most comparable chat models to kat-coder-pro are: amazon.nova-2-lite-v1:0 from AWS Bedrock ($0.30/1M input tokens); apac.amazon.nova-2-lite-v1:0 from AWS Bedrock ($0.33/1M input tokens); eu.amazon.nova-2-lite-v1:0 from AWS Bedrock ($0.33/1M input tokens); us.amazon.nova-2-lite-v1:0 from AWS Bedrock ($0.33/1M input tokens). These alternatives were selected based on similar capabilities, pricing, and provider diversity. You can compare any of these models in detail using the Bifrost Model Library.

### How do I calculate kat-coder-pro costs?

kat-coder-pro is priced based on input and output tokens. Use the interactive calculator at the top of this page to estimate costs for your specific workload. Enter your expected input and output tokens volume and the calculator will show the total cost breakdown. For reference, processing 1M input tokens costs $0.30 and generating 1M output tokens costs $1.20.

## Related Resources

- [Novita models](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/provider/novita.md)
- [Model library](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library.md)
- [LLM cost calculator](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator.md)
- [Docs: Bifrost docs](https://docs.getbifrost.ai)
- [GitHub: maximhq/bifrost](https://github.com/maximhq/bifrost)
- [Pricing: Bifrost pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/pricing.md)
- [Enterprise: Bifrost enterprise](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/enterprise)
- [Book a Demo: Bifrost demo](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/book-a-demo)
- [Resources: Bifrost resources](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/resources.md)

---

*This is a markdown version of [https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/novita/kat-coder-pro](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/novita/kat-coder-pro) for AI/LLM consumption.*