---
title: "Ling-3.0-flash - Model Details & Comparison"
description: "Ling-3.0-flash from Hugging Face: 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/huggingface/ling-3.0-flash"
markdown: "https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/huggingface/ling-3.0-flash.md"
---

# Ling-3.0-flash - Model Details & Comparison

> Ling-3.0-flash from Hugging Face: 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 Ling-3.0-flash

Ling-3.0-flash is a chat model from Hugging Face, one of 200 chat models they offer. It is priced at $0.06 per 1M input tokens and $0.18 per 1M output tokens, ranking 200 out of 2910 chat models by cost and cheaper than 93% of models in this category. Ling-3.0-flash supports function calling, structured output. It accepts up to 131K input tokens.

## Specifications

- **Hugging Face Provider.**
- **Chat Mode.**
- **131,072 Max Input Tokens.**
- **131,072 Max Tokens.**
- **$0.06 / 1M tokens Input Price.**
- **$0.18 / 1M tokens Output Price.**

## Capabilities

Ling-3.0-flash supports: Function Calling, Response Schema, Tool Choice.

## Ling-3.0-flash Pricing Overview

At $0.06 per 1M input tokens and $0.18 per 1M output tokens, Ling-3.0-flash ranks 200 out of 2910 chat models by input cost. It is more affordable compared to the median of $0.55 for chat models, and is cheaper than 93% of models in this category.

Ling-3.0-flash is one of 200 Hugging Face chat models, with support for function calling, structured output.

## Models to Compare

Alternatives to Ling-3.0-flash with comparable capabilities.

| Model | Provider | Input $/1M | Output $/1M |
| --- | --- | --- | --- |
| amazon.nova-lite-v1:0 | AWS Bedrock | $0.06 | $0.24 |
| apac.amazon.nova-lite-v1:0 | AWS Bedrock | $0.06 | $0.25 |
| gpt-5-nano-2025-08-07 | Azure | $0.06 | $0.44 |
| gpt-5-nano | Azure | $0.05 | $0.40 |
| gpt-oss-20b | Fireworks AI | $0.07 | $0.30 |

- [Compare amazon.nova-lite-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/amazon.nova-lite-v1-0.md)
- [Compare apac.amazon.nova-lite-v1:0](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/bedrock/apac.amazon.nova-lite-v1-0.md)
- [Compare gpt-5-nano-2025-08-07](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/azure/gpt-5-nano-2025-08-07.md)
- [Compare gpt-5-nano](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/azure/gpt-5-nano.md)
- [Compare gpt-oss-20b](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/fireworks_ai/gpt-oss-20b.md)

## Related Resources

- [Calculate Ling-3.0-flash costs](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator/provider/huggingface/model/ling-3.0-flash.md)
- [Check Hugging Face status](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/provider-status/huggingface.md)
- [All Hugging Face pricing](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/llm-cost-calculator/provider/huggingface.md)

## FAQ

### Is Ling-3.0-flash cheaper than amazon.nova-lite-v1:0?

No. Ling-3.0-flash costs $0.06 per 1M input tokens while amazon.nova-lite-v1:0 costs $0.06 per 1M input tokens, making amazon.nova-lite-v1:0 0% more affordable for input. However, Ling-3.0-flash may offer different capabilities or performance characteristics that justify the price difference.

### How does Ling-3.0-flash pricing compare to the average chat model?

Ling-3.0-flash input pricing is $0.06 per 1M tokens, which is 89% below the median of $0.55 for chat models. It ranks 200 out of 2910 chat models by input cost, making it cheaper than 93% of models in this category. For output, it costs $0.18 per 1M tokens compared to the median of $1.50.

### What makes Ling-3.0-flash different from other Hugging Face models?

Among Hugging Face's 200 chat models, Ling-3.0-flash ranks 22 by input cost.

### What are the best alternatives to Ling-3.0-flash?

The most comparable chat models to Ling-3.0-flash are: amazon.nova-lite-v1:0 from AWS Bedrock ($0.06/1M input tokens); apac.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). 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 check if Hugging Face is down?

You can monitor Hugging Face service health in real time on the Bifrost Hugging Face Status page. It tracks current component status, active incidents, and historical reliability data pulled from the official status page every 60 seconds.

### How do I calculate Ling-3.0-flash costs?

Ling-3.0-flash 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 $0.06 and generating 1M output tokens costs $0.18.

## Related Resources

- [Hugging Face models](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/provider/huggingface.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/huggingface/ling-3.0-flash](https://maxim-root-proxy-preview.getmaxim.workers.dev/bifrost/model-library/compare/huggingface/ling-3.0-flash) for AI/LLM consumption.*