# Cargo vs DeepSeek

Cargo records 936 monthly visits with 0% month-over-month growth and Paid pricing. DeepSeek records 372,761,591 monthly visits with +4.3% growth and Freemium pricing.

| Metric | [Cargo](https://openaitools.app/tool/cargo) | [DeepSeek](https://openaitools.app/tool/deepseek) |
| :--- | :--- | :--- |
| Website URL | https://www.getcargo.io | https://www.deepseek.com |
| Categories | AI Workflow, AI Sales, AI Marketing | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot |
| Pricing Model | Paid | Freemium |
| Monthly Visits | 936 | 372,761,591 |
| MoM Growth Rate | 0% | +4.3% |
| Primary Market | Global | China |
| Direct Visits | 360 | 291,585,405 |
| Review Score | 4.3 | 4.8 |
| Saved Count | 1 | 44 |
| Supported Platforms | Website | Website |

## Cargo

Cargo positions itself as go-to-market infrastructure for coding agents. Rather than handing you a drag-and-drop automation canvas, it gives AI coding agents a set of primitives — data models, context files, territories, warmed mailboxes, tools, agents and plays — and lets them assemble revenue workflows in TypeScript inside a repository your team owns. Every change ships the way software ships: an agent edits the files, a pull request shows what will change, and merging deploys the new version to Cargo's runtime.

The runtime is the core of the product. Cargo stores your companies, contacts and deals merged from your CRM, warehouse and enrichment providers, then executes plays on schedules or triggers with retries, API rate limits and per-step tracing. Because every run is logged with what each step returned and what it cost, teams can answer why a lead was routed a certain way or why an action failed, instead of watching an opaque quota quietly break a sequence.

Cargo also reaches into the tools your team already uses: a Chrome extension for selling in the browser, CRM buttons that trigger agents, embeddable forms, a Slack app you can @mention, MCP support for Claude and ChatGPT, and a public API. It markets itself to GTM engineering teams — customer stories mention replacing middleware like MuleSoft under NetSuite, Salesforce and Stripe.

**Pricing & Plans:** Cargo is a paid B2B platform sold to go-to-market engineering teams; the site offers 'start building' and 'build with us' paths and a pricing page, but negotiated/quote-based plans mean no fixed public per-seat figure is published that we can cite.

- **GTM as code:** Coding agents such as Claude Code, Cursor or Codex write plays, agents and data models as TypeScript in a repo you own, with pull-request review before anything deploys.
- **Production runtime with retries:** Plays run on triggers or schedules and Cargo handles retries, rate limits and per-step logs so a hit API quota no longer silently kills a workflow.
- **Unified data models and context:** Companies, contacts and deals are merged from your CRM, warehouse, product usage and enrichment sources, while ICPs, personas and rules live as files every agent reads.
- **Warmed mailboxes and territories:** Cargo creates rep mailboxes on domains you own, warms them, keeps them under daily send limits, and routes inbound records across territories with capacity caps.
- **Observability on every run:** Each play, agent and tool execution is traced step by step with inputs, outputs and credit cost, and alerts fire when something fails.

**Strengths:** Puts GTM automation under normal software engineering practices: code, review, deploy; Runtime handles retries, rate limits and tracing so workflows survive quota and outage events; Data providers and enrichment are bundled, so one platform and one bill replaces many vendors; Wide surface area from API and MCP to Slack, Chrome extension and CRM buttons

**Limitations:** Requires an engineering-capable team; it is not a no-code builder for non-technical marketers; Code-centric model means a steeper learning curve than visual workflow tools; Pricing is quote-based so it is hard to evaluate cost without a sales conversation

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

## 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)

## Frequently Asked Questions

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

Cargo has 936 monthly visits, while DeepSeek has 372,761,591. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Cargo has a month-over-month growth rate of 0%; DeepSeek has +4.3%.

### How does pricing compare?

Cargo: Paid. Cargo is a paid B2B platform sold to go-to-market engineering teams; the site offers 'start building' and 'build with us' paths and a pricing page, but negotiated/quote-based plans mean no fixed public per-seat figure is published that we can cite. 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).

## 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 | [Seismic](https://openaitools.app/tool/seismic-com) | 1,298,303 | -0.1% | Contact for Pricing | The AI platform for revenue execution | [.md](https://openaitools.app/tool/seismic-com.md) |

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

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