Use cases

One knowledge layer, many jobs to be done

Whatever the surface, whether docs, support, in-product, or an agent, Hopfield turns your knowledge into something people and machines can actually find.

Common patterns

Where teams start

Documentation search

Make docs and help centers instantly searchable, with AI answers that cite the exact page.

Support deflection

Answer common questions before they become tickets, in your help widget or chat.

In-product help

A ⌘K command bar that searches docs, guides, and changelog without leaving the app.

Internal knowledge base

Unify wikis, guides, and internal docs into one place your team and your agents can query.

Agent knowledge (MCP)

Give Claude and other agents a grounded, permissioned view of your knowledge over MCP.

Content strategy

Use search analytics to find the questions your content doesn't answer yet.

By industry

Ideas to explore

A starting point, not a limit. These are directions we’re excited about. Tell us yours.

Developer tools & SaaS

Docs search, API reference Q&A, and an MCP layer so customers' agents can build against you.

API docs assistantChangelog searchMCP for customers

Fintech & financial services

Answer policy, compliance, and product questions with citations and scoped, auditable access.

Policy lookupAgent supportCompliance FAQ

E-commerce & retail

Product discovery, returns and shipping answers, and on-brand storefront search.

Product finderReturns assistantStorefront search

Healthcare & life sciences

Searchable clinical docs and protocols with grounded answers and strict source tracing.

Protocol searchFormulary Q&AOnboarding help

Education & media

Make archives and course material explorable with semantic search and AI tutoring.

Course assistantArchive searchResearch helper

Enterprise IT & HR

An internal help desk over policies, runbooks, and benefits: answers, not ticket queues.

IT help deskHR/benefits Q&ARunbook search

Have a use case in mind?

Start building today, or tell us what you’re working on and we’ll help you scope it.