# DeepSeek vs RowSpeak (Excelmatic)

DeepSeek records 372,761,591 monthly visits with +4.3% month-over-month growth and Freemium pricing. RowSpeak (Excelmatic) records 80,081 monthly visits with +8.8% growth and Freemium, Free Trial pricing.

| Metric | [DeepSeek](https://openaitools.app/tool/deepseek) | [RowSpeak (Excelmatic)](https://openaitools.app/tool/excelmatic) |
| :--- | :--- | :--- |
| Website URL | https://www.deepseek.com | https://excelmatic.ai |
| Categories | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot | Excel AI, AI For Data Analytics, AI Spreadsheet, AI Charting |
| Pricing Model | Freemium | Freemium, Free Trial |
| Monthly Visits | 372,761,591 | 80,081 |
| MoM Growth Rate | +4.3% | +8.8% |
| Primary Market | China | United States |
| Direct Visits | 291,585,405 | 32,472 |
| Review Score | 4.8 | 4.3 |
| 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)

## RowSpeak (Excelmatic)

The domain excelmatic.ai now directs visitors to RowSpeak, an AI data analytics workspace built around the files businesses already keep — spreadsheets, CSV exports, PDF tables and even screenshots of tables. Rather than setting up a data warehouse, you upload a file and ask questions in ordinary language: compare periods, explain an unusual movement, build a chart, or assemble a dashboard from the numbers. Every result is presented for review so you can check assumptions before sharing it.

The tool set covers the arc from raw file to finished report. Excel AI analyzes spreadsheets and produces dashboards and reports; a spreadsheet assistant performs operations via natural language; dedicated converters turn images and PDF tables into editable Excel; and a graph maker and data visualization layer turn numbers into charts. A recurring reporting engine saves your questions, metrics and checks so that each time an updated file arrives, variances are recalculated and an executive summary is compiled automatically.

Deployment flexibility is a notable part of the offer. Teams handling sensitive financial or operational data can self-host RowSpeak inside their own network via Docker, including a fully air-gapped option, optionally running open models such as DeepSeek or GLM so data never leaves the organisation. Use cases span finance and accounting, marketing, supply chain and inventory, sales and e-commerce, with management reporting and budget-versus-actual analysis as common starting points.

**Pricing & Plans:** Freemium, Free Trial

- **Ask questions about your data:** Upload Excel, CSV, PDF tables or screenshots and ask questions in plain English to get answers, charts and summaries you can review.
- **Dashboards and reporting:** Turn spreadsheet data into interactive dashboards with KPI tiles, charts and filters, or generate executive-ready reports in natural language.
- **Image and PDF to Excel:** Convert table images and PDF tables into editable Excel files in one click, saving hours of manual retyping.
- **Plain-language data cleaning:** Fix duplicates, inconsistent formats and blanks by describing the problem in everyday language rather than writing formulas.
- **On-premise and self-hosted:** Deploy inside your own network with Docker, including an air-gapped option using open models like DeepSeek and GLM.

**Strengths:** No warehouse setup, so analysis starts from files you already have; Covers the full path from messy source files to shareable dashboards and reports; On-premise and air-gapped deployment options for sensitive data; Free tier with 10 conversations a month and no credit card

**Limitations:** The Excelmatic brand has been folded into RowSpeak, so older links and materials may confuse returning users; Advanced statistical work may still require a dedicated BI or notebook environment; Self-hosting depends on your own infrastructure and open-model capacity

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

## Frequently Asked Questions

### How do DeepSeek and RowSpeak (Excelmatic) compare in monthly traffic?

DeepSeek has 372,761,591 monthly visits, while RowSpeak (Excelmatic) has 80,081. 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%; RowSpeak (Excelmatic) has +8.8%.

### 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). RowSpeak (Excelmatic): Freemium, Free Trial. Freemium, Free Trial

## 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 | [Syft Analytics](https://openaitools.app/tool/syft-assist-ai) | 1,105,531 | +16.2% | Freemium, Free Trial, Paid | AI-powered financial reporting, dashboards and forecasting for accountants and finance teams | [.md](https://openaitools.app/tool/syft-assist-ai.md) |

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

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