# DeepSeek vs Refraction

DeepSeek records 372,761,591 monthly visits with +4.3% month-over-month growth and Freemium pricing. Refraction records 2,383 monthly visits with +6.5% growth and Freemium, Free Trial, Paid, Contact for Pricing, Free pricing.

| Metric | [DeepSeek](https://openaitools.app/tool/deepseek) | [Refraction](https://openaitools.app/tool/refraction) |
| :--- | :--- | :--- |
| Website URL | https://www.deepseek.com | https://www.refraction.dev |
| Categories | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot | AI Code Generator, AI Code Assistant, AI Developer Tools, AI Testing |
| Pricing Model | Freemium | Freemium, Free Trial, Paid, Contact for Pricing, Free |
| Monthly Visits | 372,761,591 | 2,383 |
| MoM Growth Rate | +4.3% | +6.5% |
| Primary Market | China | India |
| Direct Visits | 291,585,405 | 928 |
| Review Score | 4.8 | 4.4 |
| Saved Count | 44 | 5 |
| Supported Platforms | Website | Website |

## DeepSeek

DeepSeek (Hangzhou DeepSeek Artificial Intelligence Co., Ltd.) is a frontier AI research organization that disrupted the global LLM market by pairing open-weight transparency with breakthrough Mixture-of-Experts (MoE) and reinforcement-learning reasoning efficiency. Following the landmark releases of DeepSeek-V3 and the peer-reviewed DeepSeek-R1 reasoning model, DeepSeek introduced the DeepSeek-V4 generation in 2026—featuring a hybrid attention architecture and a native 1-million-token context window across DeepSeek-V4-Pro (1.6T total parameters, 49B active per token) and DeepSeek-V4.1-Flash (284B total parameters, 13B active per token).

Users can interact with DeepSeek in three ways: completely free through the consumer web portal (chat.deepseek.com) and mobile apps with one-click toggles for deep thinking and live web search; via DeepSeek's hosted, OpenAI-compatible developer API; or by self-hosting DeepSeek's open-weight checkpoints (including V3, R1, Prover-V2, and distilled Qwen/Llama variants) on private infrastructure. The models excel at competitive mathematics, algorithm design, repository-level software engineering, and structured data extraction, with automatic context caching on the API that slashes repeated prompt costs by over 95%.

In late 2026, DeepSeek remains the price-performance benchmark for developers and automation workflows. While the consumer chat interface remains free without a mandatory $20/month subscription tier, the developer API transitioned in late 2026 to two primary endpoints—`deepseek-flash` and `deepseek-v4-pro`—with time-of-day pricing. Off-peak API calls cost just $0.15 per million input tokens ($0.003 on cache hits) and $0.60 per million output tokens on Flash, and $0.66 input / $1.98 output on V4-Pro, making it a fraction of the cost of comparable Western frontier models.

**Pricing & Plans:** Free web and mobile chat app at chat.deepseek.com; pay-as-you-go OpenAI-compatible API with off-peak rates at $0.15/1M input ($0.003 cache hit) and $0.60/1M output for deepseek-flash (V4.1-Flash), and $0.66/1M input ($0.022 cache hit) and $1.98/1M output for deepseek-v4-pro (peak weekday UTC hours bill at 2x).

- **DeepSeek-V4 Hybrid Attention & 1M Context:** Leverages a sparse Mixture-of-Experts architecture (49B active parameters out of 1.6T on V4-Pro) to process up to 1 million tokens with minimal latency and memory overhead.
- **Transparent Chain-of-Thought Reasoning:** Pioneered by DeepSeek-R1 and integrated into V3.2 and V4 thinking modes, exposing step-by-step self-verification for complex math, logic, and code debugging.
- **Automatic Context Caching & Off-Peak API Pricing:** Drops input token costs to $0.003/1M on Flash and $0.022/1M on V4-Pro for cache hits, with 50% lower rates during off-peak UTC hours.
- **Free Consumer Web & Mobile Assistant:** Provides free access at chat.deepseek.com and on iOS/Android with document uploads, reasoning mode, and web search without paywalling core models.
- **Open-Weight Ecosystem & Self-Hosting Freedom:** Offers open weights for DeepSeek-V3, R1, Distill variants, and Prover models on Hugging Face and GitHub so enterprises can deploy within air-gapped environments.

**Strengths:** Completely free consumer web and mobile app with deep reasoning and web search included; Ultra-low API token rates ($0.15/$0.60 on Flash, $0.66/$1.98 on V4-Pro off-peak) with up to 98% savings on cached inputs; Drop-in OpenAI API compatibility makes switching or routing between models effortless; Strong open-weight lineage allows teams to self-host or fine-tune models without vendor lock-in

**Limitations:** Hosted API and web app store data on servers in China, prompting compliance restrictions for some Western enterprises and government agencies; Peak-hour API pricing (01:00–04:00 and 06:00–10:00 UTC on weekdays) doubles per-token costs compared to off-peak rates; Lacks native voice mode, video generation, and productivity suite integrations offered by ChatGPT and Google Gemini

[Profile (Markdown)](https://openaitools.app/tool/deepseek.md)

## Refraction

Refraction is an AI assistant built for the tedious half of software development: the tests nobody wants to write, the documentation that goes stale, and the refactors deferred because they are boring rather than hard. You paste a block of code, choose the language or framework, and pick from more than twenty actions—detect bugs, refactor, style check, add types, generate unit tests, create inline documentation, add debug statements, or simply explain what the code does.

Beyond code improvement, it includes a family of deterministic generators where plain English is the input and a precise artifact is the output: Mermaid architecture diagrams, SQL queries, regular expressions, Content Security Policy headers and CI/CD pipeline configurations. It also converts code between languages (56 are supported, from Python to COBOL to Solidity) and converts CSS styles from one framework to another, which is useful during migrations.

Refraction is designed to live where developers already work. Extensions cover VS Code, Sublime Text, JetBrains IDEs and Visual Studio, with a terminal client and a GitHub Autoreview integration for reviewing pull requests. The site reports 13,700+ developers and 65,100+ code generations, and the product is built by Twistag with OpenAI powering the generation. Pricing starts with a free Hobby tier limited to 10 generations, stepping up to $8/month Pro, $14/user/month Team and a custom Enterprise plan with SSO and audit logs.

**Pricing & Plans:** Freemium with a 7-day free trial on paid plans. Hobby is free (one user, 10 code generations). Pro costs $8/month or $80/year for one user with unlimited generations, unlimited history and editor extensions. Team is $14 per user per month or $140 per user per year and adds shared history, unified billing and team management. Enterprise pricing is custom and includes SSO, SCIM, advanced permissions, audit logs and dedicated support. Yearly billing saves 15% and no refunds are offered, though you can cancel anytime.

- **Broad AI code improvement menu:** Pick from over 20 actions including bug detection, refactoring, style checking, type annotation, debug statements, literal extraction and code explanation.
- **Unit test and documentation generation:** Turn any pasted source code into a test suite for your chosen framework, or generate documentation inline so the code explains itself.
- **Code and CSS conversion:** Translate code between 56 languages and convert stylesheet rules from one CSS framework to another, including Tailwind-style conversions.
- **Deterministic generators:** Describe what you need in plain English and get Mermaid diagrams, SQL queries, regex patterns, CSP headers or CI/CD pipeline definitions.
- **Editor and IDE extensions:** Work directly inside VS Code, Sublime Text, JetBrains IDEs, Visual Studio or a terminal, with a GitHub Autoreview integration for pull requests.

**Strengths:** Covers documentation, testing and refactoring in one place instead of three separate tools; Deterministic generators for SQL, regex, SQL diagrams, CSP headers and CI/CD pipelines; Editor extensions across VS Code, Sublime Text, JetBrains and Visual Studio; 56 supported languages including COBOL, ABAP, Fortran, Haskell and Solidity

**Limitations:** The free tier allows only 10 code generations before you must subscribe; No refunds offered, though subscriptions can be cancelled anytime; Code and responses are stored in its database for the history feature; The interface groups 20+ features into one panel, which can feel overwhelming at first

[Profile (Markdown)](https://openaitools.app/tool/refraction.md)

## Frequently Asked Questions

### How do DeepSeek and Refraction compare in monthly traffic?

DeepSeek has 372,761,591 monthly visits, while Refraction has 2,383. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

DeepSeek has a month-over-month growth rate of +4.3%; Refraction has +6.5%.

### How does pricing compare?

DeepSeek: Freemium. Free web and mobile chat app at chat.deepseek.com; pay-as-you-go OpenAI-compatible API with off-peak rates at $0.15/1M input ($0.003 cache hit) and $0.60/1M output for deepseek-flash (V4.1-Flash), and $0.66/1M input ($0.022 cache hit) and $1.98/1M output for deepseek-v4-pro (peak weekday UTC hours bill at 2x). Refraction: Freemium, Free Trial, Paid, Contact for Pricing, Free. Freemium with a 7-day free trial on paid plans. Hobby is free (one user, 10 code generations). Pro costs $8/month or $80/year for one user with unlimited generations, unlimited history and editor extensions. Team is $14 per user per month or $140 per user per year and adds shared history, unified billing and team management. Enterprise pricing is custom and includes SSO, SCIM, advanced permissions, audit logs and dedicated support. Yearly billing saves 15% and no refunds are offered, though you can cancel anytime.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [ChatGPT](https://openaitools.app/tool/chatgpt-4) | 6,048,022,723 | +2.2% | Freemium | Provides stronger multi-modal reasoning and agentic tools, but lacks DeepSeek's ultra-low-cost API pricing. | [.md](https://openaitools.app/tool/chatgpt-4.md) |
| 2 | [Google Gemini](https://openaitools.app/tool/gemini-gemini-advanced) | 2,637,398,242 | -0.1% | Freemium | Offers an enormous context window and deep Google ecosystem integration, but feels less specialized for pure reasoning tasks. | [.md](https://openaitools.app/tool/gemini-gemini-advanced.md) |
| 3 | [Claude](https://openaitools.app/tool/claude-2) | 1,253,439,413 | +23.8% | Freemium | Delivers superior long-form coding artifacts and nuanced writing, but lacks DeepSeek's specialized open-weight reasoning models. | [.md](https://openaitools.app/tool/claude-2.md) |
| 4 | [Grok](https://openaitools.app/tool/grok) | 203,846,050 | -0.8% | Freemium | Features real-time X social data integration, but is less cost-effective for dedicated developer coding workflows. | [.md](https://openaitools.app/tool/grok.md) |
| 5 | [Perplexity](https://openaitools.app/tool/perplexity-ai) | 88,310,223 | -3.7% | Freemium | Real-time AI answer engine and research workspace combining live web citations with frontier reasoning models. | [.md](https://openaitools.app/tool/perplexity-ai.md) |
| 6 | [Qwen 4 (Alibaba Qwen4)](https://openaitools.app/tool/qwen-4) | 35,101,353 | -6.2% | Freemium | Provides comparable open-weight foundation models and multilingual performance, but requires self-hosting or third-party inference setup. | [.md](https://openaitools.app/tool/qwen-4.md) |
| 7 | [Cursor](https://openaitools.app/tool/cursor) | 23,297,751 | +8.4% | Freemium | The AI coding agent for building ambitious software | [.md](https://openaitools.app/tool/cursor.md) |
| 8 | [Kimi AI](https://openaitools.app/tool/kimi-chat) | 19,632,261 | -23.4% | Free | Excels at ultra-long document analysis and research, but lacks the same level of open-weight developer community support. | [.md](https://openaitools.app/tool/kimi-chat.md) |
| 9 | [Ollama](https://openaitools.app/tool/ollama) | 9,421,973 | +4.3% | Free, Freemium, Paid | Enables running open-source models locally on consumer hardware, but lacks DeepSeek's cloud-scale hosted reasoning power. | [.md](https://openaitools.app/tool/ollama.md) |
| 10 | [VS Code](https://openaitools.app/tool/vs-code) | 7,397,370 | -3.8% | Freemium | Write code with precision, hand bigger jobs to agents, and keep working from anywhere | [.md](https://openaitools.app/tool/vs-code.md) |

---
Source: https://openaitools.app/compare/deepseek-vs-refraction

More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)