# DeepSeek vs Katalyst

DeepSeek records 372,761,591 monthly visits with +4.3% month-over-month growth and Freemium pricing. Katalyst records 0 monthly visits with 0% growth and Free Trial, Paid, Contact for Pricing pricing.

| Metric | [DeepSeek](https://openaitools.app/tool/deepseek) | [Katalyst](https://openaitools.app/tool/katalyst) |
| :--- | :--- | :--- |
| Website URL | https://www.deepseek.com | https://www.joinkatalyst.com |
| Categories | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot | AI Sales Assistant, AI Sales, AI Agent, AI CRM |
| Pricing Model | Freemium | Free Trial, Paid, Contact for Pricing |
| Monthly Visits | 372,761,591 | 0 |
| MoM Growth Rate | +4.3% | 0% |
| Primary Market | China | Global |
| Direct Visits | 291,585,405 | 0 |
| Review Score | 4.8 | 4.4 |
| 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)

## Katalyst

Katalyst is positioned as a purpose-built AI layer for how enterprise teams actually sell. Rather than asking reps to remember what happened and then log it later, the platform connects to Salesforce, Gmail or Outlook, and the calendar, then continuously converts every meeting, email thread and note into structured CRM records. Deal fields get updated, follow-up emails get drafted, and next steps are proposed based on your playbook and the history of the deal.

Beyond record hygiene, Katalyst is designed to surface timing. It monitors signals such as leadership changes, hiring activity, funding events, news, filings and website visits, then pushes alerts through Slack, email or in-app notifications. Account plans are assembled from firmographic, technographic and behavioural data, with key decision makers identified and researched so reps walk into conversations prepared. A natural-language deep search layer pulls hyper-specific facts — revenue, funding, 10-K and 10-Q content, tech stack, earnings discussions — from the web and more than ten connected tools.

Katalyst markets itself heavily on pipeline hygiene and forecasting quality: because the data underneath the forecast is kept current automatically, leadership gets a cleaner view of wins, losses and risk. It supports RBAC and team management and advertises SOC 2 compliance and ISO 27001 controls, features that matter to enterprise buyers with security review processes. Pricing mixes a platform fee based on AI-active opportunities with per-seat tiers, and onboarding/implementation is offered free across plans.

**Pricing & Plans:** Free trial available (1 month on Starter). Paid plans bill annually: Starter $39 per seat/month, Core $99 per seat/month, Agent $249 per seat/month, plus a platform fee for AI-active opportunity coverage (from $89/month for 100 opportunities). Enterprise (50+ users) is custom-quoted. Free onboarding and implementation on all plans.

- **Automated Salesforce sync:** Summarises meetings, notes, emails and calls and updates the relevant deal fields in Salesforce automatically, so the pipeline reflects reality without manual admin.
- **AI next steps and follow-up drafts:** Suggests the right next step using your playbook, deal history and account context, then writes context-aware follow-up emails directly inside your email client.
- **Deal signals and alerts:** Surfaces leadership moves, hiring, events, news and website activity on every deal, delivered through Slack, email or in-app notifications.
- **Account plans and stakeholder mapping:** Builds contextual account plans from firmographic, technographic and behavioural data, identifies decision makers, and maps the buying committee for larger deals.
- **Natural-language deep search:** Pulls precise details such as funding, revenue, 10-K/10-Q content, hiring and tech stack from the web and 10+ connected tools using plain-language queries.

**Strengths:** Keeps Salesforce current automatically, which improves both pipeline hygiene and forecast confidence; Covers the whole deal workflow — meetings, email, signals, account plans and deep research — in one tool; Strong enterprise posture with RBAC, team management, SOC 2 compliance and ISO 27001 controls; Free onboarding and implementation included on every plan, and a free trial on the entry tier

**Limitations:** Two-part pricing (platform fee plus per-seat fee) makes total cost harder to predict at a glance; Highest-value agent capabilities such as stakeholder mapping and deal risk scoring sit in the most expensive tier; Sits in a crowded category of AI sales agents, so buyers will need to compare overlap with existing CRM add-ons

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

## Frequently Asked Questions

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

DeepSeek has 372,761,591 monthly visits, while Katalyst has 0. 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%; Katalyst has 0%.

### 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). Katalyst: Free Trial, Paid, Contact for Pricing. Free trial available (1 month on Starter). Paid plans bill annually: Starter $39 per seat/month, Core $99 per seat/month, Agent $249 per seat/month, plus a platform fee for AI-active opportunity coverage (from $89/month for 100 opportunities). Enterprise (50+ users) is custom-quoted. Free onboarding and implementation on all plans.

## 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 | [Salesforce Agentforce (formerly Einstein)](https://openaitools.app/tool/salesforce-einstein) | 111,910,743 | +2.2% | Freemium | Autonomous enterprise AI agents and CRM intelligence powered by Salesforce Data 360 and Atlas. | [.md](https://openaitools.app/tool/salesforce-einstein.md) |
| 6 | [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) |
| 7 | [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) |
| 8 | [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) |
| 9 | [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) |
| 10 | [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) |

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

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