AI & Agentic Software · AI building blocks

# Vector Database

A database that stores AI embeddings, numeric fingerprints of meaning, so software can find similar documents, products or images by meaning rather than exact keywords.

Also searched as: vector store · embedding database

## What it does

- Similarity search at scale
- Metadata filters
- Hybrid keyword and vector search
- Real-time updates

### Who uses it

Teams building AI search, recommendations and retrieval-augmented assistants.

### Well-known examples

Pinecone · Weaviate · Qdrant · pgvector for Postgres · Cloudflare Vectorize

How AI is changing it

Vector search is the memory behind most business AI assistants, and many teams now use vector features inside the databases they already run.

## Buy, build or connect?

- [AI Website Search](https://wisconsintechshop.com/ai-integration/ai-site-search/): Search that understands what visitors mean, not just what they type, for product catalogs, knowledge bases and big content sites. (From $1,250)
- [Private ChatGPT for Your Business (Company Knowledge AI)](https://wisconsintechshop.com/ai-integration/private-chatgpt-for-business/): A private, ChatGPT-style assistant that knows your business. Your team asks questions in plain English, and it answers from your own documents, procedures, customer records and policies, cites the source and only shows people what they are allowed to see. (From $1,750)
- [AI Product Recommendations](https://wisconsintechshop.com/ai-integration/ai-product-recommendations/): Show each shopper the products they are most likely to buy, with "goes great with," "you may also like" and personalized emails. (From $1,250)

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- [Large Language Model API](https://wisconsintechshop.com/software/ai-software/llm-api/)
- [AI Coding Assistant](https://wisconsintechshop.com/software/ai-software/ai-coding-assistant/)
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- [Intelligent Document Processing](https://wisconsintechshop.com/software/ai-software/document-ai/)
- [OCR Software](https://wisconsintechshop.com/software/ai-software/ocr-software/)

## Questions about vector databases

### What is a vector database?

A database that stores AI embeddings, numeric fingerprints of meaning, so software can find similar documents, products or images by meaning rather than exact keywords.

### How is AI changing vector databases?

Vector search is the memory behind most business AI assistants, and many teams now use vector features inside the databases they already run.

## Need a vector database set up, connected or built?

Tell us what you use today and what you need it to do. We will tell you honestly whether to buy, build or connect, with a fixed quote.

- Big projects and small ones are all welcome
- Fixed-price quotes, no surprise invoices
- You own your code, data and accounts
- A client portal to track progress, invoices and payments
- Rooted in Wisconsin, serving businesses nationwide

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Source: https://wisconsintechshop.com/software/ai-software/vector-database/
Contact: hello@wisconsintechshop.com · https://wisconsintechshop.com/contact/