# DeepSeek vs Pic2Quote

DeepSeek records 372,761,591 monthly visits with +4.3% month-over-month growth and Freemium pricing. Pic2Quote records 0 monthly visits with 0% growth and Freemium pricing.

| Metric | [DeepSeek](https://openaitools.app/tool/deepseek) | [Pic2Quote](https://openaitools.app/tool/pic2quote) |
| :--- | :--- | :--- |
| Website URL | https://www.deepseek.com | https://pic2quote.com |
| Categories | Large Language Models (LLMs), Open Source AI Models, AI API, AI Chatbot | AI Assistant, AI Chatbot, AI Knowledge Base, AI Copilot |
| Pricing Model | Freemium | Freemium |
| 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 | 4.2 |
| Saved Count | 44 | 5 |
| 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)

## Pic2Quote

Pic2Quote was built by two homeowners in Denver who received wildly divergent bids for the same bathroom job — the low quote at $4,100 and the high at $19,800 for identical scope, square footage, and zip code. The tool exists to close that information gap before you pick up the phone. Point your camera at the work that needs doing, and its vision model sizes up the project and produces a cost range with a materials line, an estimated labor-hours line, a local hourly rate, and a confidence rating.

Everything is designed around a single self-serve transaction: no signup for pay-as-you-go quotes, no sales call, no enterprise tier, and no contractor leads sold behind your back. The company is explicitly hands-off about anything that is not a number — no interior design renderings, no web tracking pixels, no lead marketplace. Lower-confidence quotes (below 2/5) come back free, on the reasoning that an invented figure helps nobody.

Pricing is deliberately flat and public: $2.99 for a single quote with no account required, or $14 per month for unlimited quotes plus history, side-by-side comparison, and contractor-ready PDF export. The Unlimited plan adds prorated refunds and cancel-anytime terms, and the homepage publishes live monthly quote volume and average variance versus final contractor bills rather than caching a marketing figure.

**Pricing & Plans:** Freemium with two flat public tiers: $2.99 per quote (pay as you go, no signup) or $14/month for unlimited quotes plus comparison mode and PDF export. No sales call and no enterprise tier. Quotes scoring below 2/5 confidence are free.

- **Photo-to-price vision model:** Upload a single photograph of the repair or renovation and the model identifies the scope of work, then returns a full cost range in roughly 30 seconds.
- **Materials and labor breakdown:** Each quote separates the materials subtotal from estimated labor hours and multiplies against a local hourly rate, so you can see exactly where the money goes.
- **Confidence scoring:** Every estimate ships with a 1–5 confidence rating. If the model lands below 2/5 — usually a blurry photo or ambiguous scope — the quote is returned free of charge.
- **Contractor-ready PDF export:** Both plans produce a shareable PDF quote you can hand to a contractor, a spouse, or a lender, and the Unlimited plan adds side-by-side comparison of multiple projects.
- **No-account pay-as-you-go:** Send a photo and get a quote without creating an account or handing over an email address, which keeps the transaction to a single step.

**Strengths:** Returns a usable dollar range in under a minute from just a photograph; Transparent flat pricing with no sales call, no trial gate, and no enterprise upsell; Free quotes when confidence is low, rather than inventing a plausible number; Explicitly avoids contractor lead-selling and web tracking, so you are not the product

**Limitations:** Not a contractor marketplace, so it will not find or vet anyone to do the work; No design or visualization features — it estimates cost only, not appearance; Accuracy depends on photo quality and scope clarity, and it can only price work the model can read from an image

[Profile (Markdown)](https://openaitools.app/tool/pic2quote.md)

## Frequently Asked Questions

### How do DeepSeek and Pic2Quote compare in monthly traffic?

DeepSeek has 372,761,591 monthly visits, while Pic2Quote 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%; Pic2Quote 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). Pic2Quote: Freemium. Freemium with two flat public tiers: $2.99 per quote (pay as you go, no signup) or $14/month for unlimited quotes plus comparison mode and PDF export. No sales call and no enterprise tier. Quotes scoring below 2/5 confidence are free.

## 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 | Anthropic's frontier AI workspace powered by Claude 5.5 for agentic coding, analysis, and nuanced writing. | [.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 | [Meta AI](https://openaitools.app/tool/meta-ai) | 43,935,687 | +27.7% | Free | Meta's free AI assistant for answers, images and everyday tasks | [.md](https://openaitools.app/tool/meta-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-pic2quote

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