# DeepSeek vs Tangle

DeepSeek records 372,761,591 monthly visits with +4.3% month-over-month growth and Freemium pricing. Tangle records 11,683 monthly visits with -19% growth and Contact for Pricing pricing.

| Metric | [DeepSeek](https://openaitools.app/tool/deepseek) | [Tangle](https://openaitools.app/tool/tangle-io) |
| :--- | :--- | :--- |
| Website URL | https://www.deepseek.com | https://www.tangle.io |
| Categories | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot | AI ERP, AI Workflow, AI CRM |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 372,761,591 | 11,683 |
| MoM Growth Rate | +4.3% | -19% |
| Primary Market | China | United States |
| Direct Visits | 291,585,405 | 6,402 |
| Review Score | 4.8 | 4.1 |
| Saved Count | 44 | 0 |
| 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)

## Tangle

Tangle targets manufacturers who find traditional ERP systems too rigid. Rather than forcing a shop to bend its processes around fixed workflows, Tangle provides quoting, sales orders, multi-level work orders, shop floor time tracking, inventory and purchasing, capacity scheduling, and business intelligence in one platform that can be reshaped as the business changes. Configure-to-order quotes with visual BOMs and cost rollups feed into work orders with shop floor cards, photos, and job costing, while inventory tracking supports lot-level traceability and one-click purchase orders.

The platform's differentiator is Milo, described as an AI engineer inside the ERP rather than a chatbot. Milo reads the Tangle environment, proposes changes such as new screens, fields, dashboards, workflows, and reports, builds them in a sandbox, and routes them through human approval gates before anything reaches production. This 'safe vibe coding' approach is meant to let manufacturers de-risk an ERP change by running Tangle in parallel with their existing system. For shops not ready to replace their current ERP, Tangle Xray layers onto a legacy system, recognizing customers, parts, and orders on existing screens and surfacing mapped history and actions in place.

Tangle publishes customer references including Yarl Metal Fabrications, Volo Aero MRO, and Powerscourt Distillery, with reported results such as 90% reduction in quoting time, 20% higher production efficiency, and 27% more on-time deliveries. Pricing is not published; the company offers a free trial and demo booking, and its stated customer base spans metal fabrication, custom and job shops, industrial precision, healthcare and medical, cosmetics, and distillery and beverage manufacturing.

**Pricing & Plans:** Pricing is not published on the website. Tangle offers a free trial you can start by email and a book-a-demo path; full pricing is available on request after a scoping conversation.

- **Milo AI engineer:** An AI builder inside the ERP that creates screens, fields, dashboards, workflows, and reports in a sandbox, with human approval gates before changes go live.
- **Quotes and sales:** Configure-to-order quoting with visual BOMs and cost rollups, flowing through to sales orders, shipping, and invoices.
- **Work orders and shop floor:** Multi-level work orders with shop floor cards, start-stop time tracking, photo capture, and full job costing.
- **Inventory and purchasing:** Demand and shortage visibility, vendor assignment, one-click purchase orders, and lot-level traceability by location and QR tag.
- **Scheduling and reporting:** Capacity planning, resource loading, drag-and-drop schedule changes, live dashboards, custom reports, and Excel round-trip export.
- **Tangle Xray:** Extends a legacy manufacturing ERP by recognizing customers, parts, and orders on existing screens and surfacing mapped history and actions in place.

**Strengths:** AI-native customization through Milo removes much of the cost of traditional ERP change requests; Sandbox previews and approval gates keep AI-driven changes reviewable and safe; Broad operational coverage from quoting through shipping, costing, and traceability; Tangle Xray offers a path for shops that are not ready to replace their current ERP

**Limitations:** No public pricing, so budget planning requires a sales conversation; As a newer AI-native platform, it carries implementation risk compared with long-established ERP vendors; Milo-driven customization may still need internal governance to avoid sprawl; Best fit is manufacturing, so non-manufacturing businesses should look elsewhere

[Profile (Markdown)](https://openaitools.app/tool/tangle-io.md)

## Frequently Asked Questions

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

DeepSeek has 372,761,591 monthly visits, while Tangle has 11,683. 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%; Tangle has -19%.

### 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). Tangle: Contact for Pricing. Pricing is not published on the website. Tangle offers a free trial you can start by email and a book-a-demo path; full pricing is available on request after a scoping conversation.

## 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 | [Attio](https://openaitools.app/tool/attio) | 1,652,928 | -4.2% | Free Trial, Contact for Pricing | The AI-native CRM for agentic revenue teams | [.md](https://openaitools.app/tool/attio.md) |

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Source: https://openaitools.app/compare/deepseek-vs-tangle-io

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