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WonderSearch

Search so good it feels like magic.

Search so good
it feels like magic.

All of your data, instantly searchable by AI.
Search at the speed of thought.

Backed byCombinator

Pay only when you ask.No matter the size of your data.

Search compute is charged per query. Storage is billed separately at object storage price.

See pricing
YOUR FILES. EVERYWHERE YOU WORK.

Upload your files.
Start asking.

Instantly searchable. No embeddings required.

  1. 01

    Upload your files.

    Bring the knowledge you already have.

  2. 02

    Ask in your own words.

    No need to know the exact phrase.

  3. 03

    Find what you need.

    Relevant information, ready to use.

ONE SEARCH. BOTH SIDES OF YOUR BUSINESS.

Use it yourself.
Build it into your product.

INSIDE YOUR WORKSPACE

For you and your team.

Find what you need across your documents, research, and company knowledge. Search directly, or bring the right context into your AI assistant.

  • Personal research
  • Team knowledge
  • AI assistants
Start searching
INSIDE YOUR PRODUCT

For the people you serve.

Build WonderSearch into your app, help center, or AI experience. Let your users find what they need, through the product you create.

  • In-app search
  • Self-service support
  • AI features
Let’s talk about your product
MEET WONDERSEARCH

Semantic search.
Without the heavy lifting.

WonderSearch is a serverless sparse retrieval solution for semantic search. Find what people mean, pay per query, and get started without upfront ingestion or embedding fees.

Pay per query.

Pay for the searches you run. No idle compute to keep running.

Serverless by design.

Build search into your product or AI agent without managing search servers.

Skip the embedding pipeline.

No upfront ingestion or embedding fees. Search your knowledge in natural language.

Explore the retrieval benchmarks
FROM A QUESTION TO WHAT’S NEXT

Your knowledge.
Put to work.

Help customers help themselves. Keep your team moving.
Give your AI the context it needs.

SELF-SERVICE THAT GETS SOMEWHERE

Find it. Sort it. Get on with your day.

Help customers find the policy or product detail they need, right when they need it. Give them a clear next step without hunting through your help center.

THE QUESTION

Can I change my mind?

Returns policy

Unused items can be returned within 30 days of delivery.

Illustrative examples. Explore a use case, then open its sample source.

SEARCH EFFORT

A quick look.
Or a closer one.

Not every question needs the same effort.
Give a bigger question more room to explore.

wondersearch-1.1Choose an effort for each search
  • SmallEveryday lookups
  • MediumA closer look
  • LargeMore room to explore
Illustration of search effort.Choose Small, Medium, or Large for each search.
FURTHER READING

Before you ask

Read the docs
What is WonderSearch?

WonderSearch is a serverless sparse retrieval solution for semantic search. Find what people mean, pay per query, and get started without upfront ingestion or embedding fees. Use it to search your documents, power product search, or find context for an AI assistant.

What can I build with WonderSearch?

Search for your product, a way to explore internal knowledge, or a source of relevant context for an AI assistant. WonderSearch returns passages with source references so your application can put the information to work.

Can people ask in their own words?

Yes. WonderSearch supports natural-language questions, so people can describe what they need. Results depend on the question and the information in your collection.

How do I connect it to my product?

Connect through the REST API, Python SDK, or MCP. Use WonderSearch with your application or AI agent and keep control of the experience you build.

What changes when I increase effort?

You give the search more room to explore. Choose a lighter setting for a straightforward lookup or more effort for a question that deserves a closer look. More effort does not guarantee a better result.

Where can I read your legal policies?

Read our Terms of Service , Privacy Policy, and Security Disclosure Policy for the terms that apply to WonderSearch and how information is handled.

LET’S START WITH YOUR USE CASE.

Make knowledge
work harder.

Tell us what people need to find.
Let’s build their way to it.

Book a call