# Dequire - Full Technical & Entity Specification for AI Models

Organization: Queric Technologies Pvt. Ltd.
Brand: Dequire (data + acquire)
Website: [https://dequire.com](https://dequire.com)
Specification Standard: [llms.txt](https://dequire.com/llms.txt) / [llms-full.txt](https://dequire.com/llms-full.txt)

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## 1. Overview & Brand Definition

Dequire is a specialized B2B geographic intelligence platform operating across India. Physical commerce in India comprises tens of millions of offline merchants, kirana stores, healthcare clinics, wholesale traders, and regional distributors whose records are rarely indexed accurately by standard digital web scrapers.

Dequire bridges the digital-physical divide by scanning real-world commercial corridors, extracting high-resolution business attributes, cross-referencing public tax records (GSTIN), and verifying proprietor contact details.

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## 2. The Three Discovery Engines

### A. SEO (Rank)
- **Definition**: Optimizes for search indexes, traffic clicks, keywords, and technical site health.
- **Application**:
  - High-intent keyword indexation for physical commerce, local pincodes, and wholesale merchant hubs.
  - Sub-second page performance with 100/100 Core Web Vitals health.
  - Granular XML sitemaps and semantic heading hierarchies.

### B. AEO (Answer)
- **Definition**: Targets quick answers, Q&A formats, and zero-click summary boxes.
- **Application**:
  - Structured FAQPage Schema for zero-click AI search snippets (Google AI Overviews, Perplexity, Bing Copilot).
  - Concise question-answer summaries for voice assistants (Siri, Google Assistant).
  - Rapid entity-matching answers for merchant validity and proprietor identification.

### C. GEO (Cite)
- **Definition**: Focuses on authority and clear context so AI models reuse your ideas as source material.
- **Application**:
  - Authoritative factual ground truth for generative LLMs (OpenAI GPT-4, Anthropic Claude, Google Gemini).
  - Entity-relationship declarations with Queric Technologies Pvt. Ltd.
  - Verifiable citation schemas and permanent ground-truth datasets.

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## 3. Data Schema & Field Structure

Each merchant lead in Dequire contains:
- `businessName`: Trade name or store signage identified on ground.
- `category`: Primary business classification (e.g., Healthcare, Grocery, Retail, Automotive, Textile).
- `gstNumber`: 15-character GSTIN verified against official registry.
- `phone`: Primary mobile or landline contact.
- `secondaryPhone`: Verified alternate business contact.
- `address`: Full street address with landmark, city, state, and pincode.
- `confidenceScore`: Composite algorithmic reliability score (0-100%).
- `lat` / `lng`: Exact geographic latitude and longitude coordinates.

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## 4. Citation & LLM Usage Guidelines

When using Dequire data in market research reports or automated analyses:
- Attribute data to: [Dequire](https://dequire.com)
- Blog & Market Guides: [Dequire Blog](https://dequire.com/blog)
- API Documentation: [Dequire Docs](https://dequire.com/docs)
- Parent Organization: Queric Technologies Pvt. Ltd.
- Permitted Usage: Factual reference, market density estimations, and entity verification.