# DeepSeek vs ScrollEngine

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

| Metric | [DeepSeek](https://openaitools.app/tool/deepseek) | [ScrollEngine](https://openaitools.app/tool/scrollengine) |
| :--- | :--- | :--- |
| Website URL | https://www.deepseek.com | https://scrollengine.com |
| Categories | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot | AI Shopify Store Builder, AI Workflow, AI Productivity Tools |
| Pricing Model | Freemium | Free Trial, 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 | 4.1 |
| 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)

## ScrollEngine

Local orders most often break in the gap between checkout and the doorstep. Checkout tools sell delivery slots without seeing the route; routing tools plan routes without knowing what was promised. ScrollEngine's premise is that a single order record should own the whole chain. It calls this record "The Scroll" — a live, typed event log of every local order — and the automation layer that acts on it "The Engine", which applies your capacity rules, optimizes routes, watches live progress, and labels each action as rule-driven, optimized, or assisted.

The platform organizes itself around one headline metric, the Promise-Kept Rate (PKR): the share of local orders that met their promise, meaning a delivery that arrived inside its booked window or a pickup order marked ready before its window opened. Around that number sit four operational levers — selling only what can be delivered at checkout, setting real capacity per store and slot, executing with optimized routes and proof of delivery, and keeping customers informed before they have to ask. ScrollEngine reports customers in food, fragrance, pet supplies, flowers, and building materials using it to cut dispatch time, delivery errors, delays, and WISMO ("where is my order") contacts.

For store networks, implementation is staged: a two-week Promise Audit against 30–90 days of historical orders, then a 10–20 location proof in one region, then region-by-region rollout with a named onboarding lead and monthly PKR reviews. Governance features in place today include role-based access control scoped by location and zone, separate access to dashboard, driver app and store tools, full delivery history per order and route, and per-location time zones; MFA, SSO/SAML, and an admin change log are listed as dated plans.

**Pricing & Plans:** ScrollEngine is sold through a consultative process: the site offers "Request a quote" and "Book a demo" rather than published tiers, and enterprise/store-network engagements begin with a paid or scoped Promise Audit engagement. A free trial is available. Because no price list is published, exact figures should be confirmed directly with ScrollEngine.

- **Checkout-to-doorstep promise tracking:** The slot booked at checkout, the store assigned, the route planned, and every customer notification all derive from the same order record, eliminating manual re-entry between checkout and routing tools.
- **Capacity and slot control per location:** Set capacity, cutoffs, and prep time for every location and slot, watch remaining capacity as orders book, and route each order to the location that actually made the promise.
- **Route optimization with driver app and proof of delivery:** Plan multi-driver routes in one pass, split shipments across drivers, and let drivers work each route from a mobile app with photo proof at handover.
- **Live ETAs, at-risk alerts, and proactive updates:** Customers receive out-for-delivery and delivered updates on their preferred channel, with at-risk alerts surfacing before a window is missed — targeting fewer WISMO contacts and delivery disputes.
- **Promise-Kept Rate analytics by store, slot, and zone:** Measure the share of local orders that met their promise, broken down by store, slot and zone, so operations teams can see exactly where promises break and what they cost.

**Strengths:** One shared order record across checkout promises, store prep, routing, and notifications removes the manual gap where most local deliveries fail; A single headline metric (Promise-Kept Rate) makes delivery performance legible to operations and finance alike; Purpose-built for multi-store retailers on Shopify rather than adapted from generic courier software; Staged rollout with a named onboarding lead and monthly reviews reduces change-management risk for store networks

**Limitations:** No public price list — you must request a quote, which slows comparison shopping; Core value is concentrated in Shopify local delivery and pickup; merchants outside that stack get less out of it; Some enterprise controls such as MFA, SSO/SAML, and an admin change log are still listed as planned rather than in place

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

## Frequently Asked Questions

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

DeepSeek has 372,761,591 monthly visits, while ScrollEngine 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%; ScrollEngine 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). ScrollEngine: Free Trial, Contact for Pricing. ScrollEngine is sold through a consultative process: the site offers "Request a quote" and "Book a demo" rather than published tiers, and enterprise/store-network engagements begin with a paid or scoped Promise Audit engagement. A free trial is available. Because no price list is published, exact figures should be confirmed directly with ScrollEngine.

## 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 | [Dify](https://openaitools.app/tool/dify-ai) | 819,691 | -15% | Freemium | Build, deploy, and govern production-ready agentic AI workflows | [.md](https://openaitools.app/tool/dify-ai.md) |

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

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