# Knowledge Graph Development

> Knowledge graph development organizes the facts about your business into entities and relationships that machines can read: the company, people, services, locations, products and proof. We publish them as connected schema markup on your site, align your profiles and listings, and can build an internal graph that powers search, assistants and reporting.

Google and AI assistants already keep a graph about your business. We make sure it is complete and correct.

## Why it matters now
AI answers are assembled from entities and the links between them. A clean, consistent graph makes your business easier to recognize, describe and recommend.

## What is included
- Entity inventory: organization, people, services, places and products
- Connected JSON-LD schema across the site
- sameAs links to profiles, listings and directories
- Wikidata and knowledge panel readiness where eligible
- Internal knowledge graph in a graph or Postgres database
- Consistency checks across the web

## How we do it
1. **Inventory.** List every entity and fact that matters.
2. **Model.** Define types, properties and relationships.
3. **Publish.** Ship connected schema and align profiles.
4. **Maintain.** Check for drift and update as the business changes.

## Deliverables
- Entity map
- Schema graph
- Profile alignment plan
- Graph database on request

## Who it is for
- Multi-location and multi-brand businesses
- Firms with many services, people or products
- Companies that AI assistants describe wrongly

## Frequently asked questions
### What is a knowledge graph?

A network of things, such as your company, people and services, and the relationships between them. Search engines and AI assistants use graphs like this to understand who you are.

### Do we need a Wikipedia page?

No. Most businesses are not eligible and do not need one. Consistent facts on your site, your profiles and trusted mentions matter more.

## Related
- [Entity SEO & Knowledge Graph](https://sproutgrowthengine.com/services/ai-search/entity-seo/)
- [Structured Data & Schema Markup](https://sproutgrowthengine.com/services/seo/schema-markup/)
- [Semantic Modeling & Topic Maps](https://sproutgrowthengine.com/services/ai-services/semantic-modeling/)

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Sprout Growth Engine is the AI search and organic growth practice of Sprout for Business, LLC. 15 Cross Rd, Unit 4, Hooksett, NH 03106. Phone 603-227-5240. Contact form: https://sproutgrowthengine.com/contact/. Rated 4.8 out of 5 from 59 Google reviews (https://search.google.com/local/reviews?placeid=ChIJj9ZDxjZq4okRzO1Wn8jLTb0, checked 2026-09-29).

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