---
title: "classify - Model Details & Comparison"
description: "classify from Scaledown: capabilities, context limits, pricing, and side-by-side comparisons with alternative models."
url: "https://www.getmaxim.ai/bifrost/model-library/compare/scaledown/classify"
markdown: "https://www.getmaxim.ai/bifrost/model-library/compare/scaledown/classify.md"
---

# classify - Model Details & Comparison

> classify from Scaledown: capabilities, context limits, pricing, and side-by-side comparisons with alternative models.

## Important Links

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

## About classify

classify is a chat model from Scaledown, one of 5 chat models they offer. It is priced at $0.05 per 1M input tokens and $0.0000 per 1M output tokens, ranking 173 out of 3780 chat models by cost and cheaper than 95% of models in this category.

## Specifications

- **Scaledown Provider.**
- **Chat Mode.**
- **$0.05 / 1M tokens Input Price.**
- **$0.0000 / 1M tokens Output Price.**

## classify Pricing Overview

At $0.05 per 1M input tokens and $0.0000 per 1M output tokens, classify ranks 173 out of 3780 chat models by input cost. It is more affordable compared to the median of $0.60 for chat models, and is cheaper than 95% of models in this category.

## Models to Compare

Alternatives to classify with comparable capabilities.

| Model | Provider | Input $/1M | Output $/1M |
| --- | --- | --- | --- |
| amazon.nova-lite-v1:0 | AWS Bedrock | $0.06 | $0.24 |
| gpt-5-nano-2025-08-07 | Azure | $0.06 | $0.44 |
| gpt-5-nano | Azure | $0.05 | $0.40 |
| FW-Nemotron-Lightning-3.5-30B-A3B | Azure | $0.06 | $0.22 |
| ministral-3b | Azure | $0.04 | $0.04 |

- [Compare amazon.nova-lite-v1:0](https://www.getmaxim.ai/bifrost/model-library/compare/bedrock/amazon.nova-lite-v1-0.md)
- [Compare gpt-5-nano-2025-08-07](https://www.getmaxim.ai/bifrost/model-library/compare/azure/gpt-5-nano-2025-08-07.md)
- [Compare gpt-5-nano](https://www.getmaxim.ai/bifrost/model-library/compare/azure/gpt-5-nano.md)
- [Compare FW-Nemotron-Lightning-3.5-30B-A3B](https://www.getmaxim.ai/bifrost/model-library/compare/azure/fw-nemotron-lightning-3.5-30b-a3b.md)
- [Compare ministral-3b](https://www.getmaxim.ai/bifrost/model-library/compare/azure/ministral-3b.md)

## Related Resources

- [Calculate classify costs](https://www.getmaxim.ai/bifrost/llm-cost-calculator/provider/scaledown/model/classify.md)
- [All Scaledown pricing](https://www.getmaxim.ai/bifrost/llm-cost-calculator/provider/scaledown.md)

## FAQ

### Is classify cheaper than amazon.nova-lite-v1:0?

Yes. classify costs $0.05 per 1M input tokens compared to amazon.nova-lite-v1:0's $0.06 per 1M input tokens, making it 20% more affordable. Both are chat models and share support for vision, function calling, prompt caching, structured output.

### How does classify pricing compare to the average chat model?

classify input pricing is $0.05 per 1M tokens, which is 92% below the median of $0.60 for chat models. It ranks 173 out of 3780 chat models by input cost, making it cheaper than 95% of models in this category. For output, it costs $0.0000 per 1M tokens compared to the median of $1.75.

### What makes classify different from other Scaledown models?

Among Scaledown's 5 chat models, classify ranks 4 by input cost.

### What are the best alternatives to classify?

The most comparable chat models to classify are: amazon.nova-lite-v1:0 from AWS Bedrock ($0.06/1M input tokens); gpt-5-nano-2025-08-07 from Azure ($0.06/1M input tokens); gpt-5-nano from Azure ($0.05/1M input tokens); FW-Nemotron-Lightning-3.5-30B-A3B from Azure ($0.06/1M 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 classify costs?

classify 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 $0.05 and generating 1M output tokens costs $0.0000.

## Related Resources

- [Scaledown models](https://www.getmaxim.ai/bifrost/model-library/provider/scaledown.md)
- [Model library](https://www.getmaxim.ai/bifrost/model-library.md)
- [LLM cost calculator](https://www.getmaxim.ai/bifrost/llm-cost-calculator.md)
- [Docs: Bifrost docs](https://docs.getbifrost.ai)
- [GitHub: maximhq/bifrost](https://github.com/maximhq/bifrost)
- [Pricing: Bifrost pricing](https://www.getmaxim.ai/pricing.md)
- [Enterprise: Bifrost enterprise](https://www.getmaxim.ai/enterprise)
- [Book a Demo: Bifrost demo](https://www.getmaxim.ai/book-a-demo)
- [Resources: Bifrost resources](https://www.getmaxim.ai/resources.md)

---

*This is a markdown version of [https://www.getmaxim.ai/bifrost/model-library/compare/scaledown/classify](https://www.getmaxim.ai/bifrost/model-library/compare/scaledown/classify) for AI/LLM consumption.*