Category guide · AI Agents

AI Search and Enterprise Search Agents

Agents that understand questions, search the web or company systems, and return direct answers with sources instead of lists of links.

Also called Enterprise Search Agents

Quick answer

What is AI Search Agents?

AI search agents answer questions by searching and synthesising information. Web-focused AI search agents query the internet and summarise results with citations; enterprise search agents search across company apps and documents while respecting permissions, and can act on what they find.

Category overview

AI Search Agents, explained.

Problems it solves

Finding information means trying keywords across many tools and reading many results.

Why businesses need it

Direct, sourced answers save time and help people make decisions with current information.

How it works

The agent interprets the question, issues searches across indexes or connectors, retrieves passages, ranks them, generates an answer with citations and supports follow-up questions.

Who should use it

Knowledge workers, researchers, support and sales teams, and IT teams providing enterprise search.

Where it fits in your stack

AI search connects web indexes, enterprise apps, knowledge bases and assistants.

Key features

Key features and capabilities of AI Search Agents.

The capabilities that define the category. Not every product offers all of them, and depth varies a lot between entry-level and enterprise tools.

  • Natural-language queries

    Ask questions directly.

  • Cited answers

    Sources for every claim.

  • Enterprise connectors

    Search company apps.

  • Permission awareness

    Respect access rights.

  • Hybrid search

    Keyword and semantic retrieval.

  • Follow-up conversation

    Refine questions.

  • Personalisation

    Relevant results for each user.

  • Actions on results

    Create tasks or drafts.

Business use cases

How businesses use AI Search Agents.

  1. 01

    Finding internal documents

    Search across tools.

  2. 02

    Market questions

    Current web information.

  3. 03

    Support answers

    Find solutions fast.

  4. 04

    Sales preparation

    Account information.

  5. 05

    Onboarding

    Find how things work.

  6. 06

    Policy lookup

    Answer HR or IT questions.

Who should use it

Who AI Search Agents is for.

Knowledge workers

Find information quickly.

Researchers

Explore topics.

Support teams

Resolve faster.

Sales teams

Prepare for meetings.

IT teams

Provide search.

Benefits and business impact

What AI Search Agents changes in practice.

Practical outcomes teams report when the category is implemented well. Results depend on adoption, data quality and process, so we do not quote percentages.

Time saved

Direct answers.

Better decisions

Current information.

Verifiable answers

Citations.

Unified search

All sources together.

Secure access

Permissions respected.

Knowledge reuse

Find existing work.

Buying guide

How to choose AI Search Agents.

Use these criteria to build a shortlist, then test the finalists with your own data and workflows.

Essential features

Distinguish web AI search from enterprise search; test on your own questions.

Pricing models

Per-user subscriptions or usage pricing.

Integrations

Check connectors, identity and permissions.

Scalability

Consider content volume and users. Ask what changes, and what it costs, at twice your current volume.

Security and compliance

Review data indexing, residency and training policies.

Implementation

Connect high-value sources first. Plan who owns AI search agents day to day after go-live.

Support

Check enterprise support. For AI search agents, ask how quickly the vendor responds when something breaks and whether onboarding help is included.

Customisation

Look for API access. The more AI search agents must fit your own processes, the more this matters.

Questions to ask before you buy

  • Which sources can it search?
  • Does it enforce document permissions?
  • How are answers cited?
  • Is our data used for training?
  • How fresh is the index?
  • How is pricing calculated?
Marketplace listings

AI Search Agents on Stack18.

Listings in preparation

Solutions for every stage of your growth.

We are researching AI search agents products now. Each listing will show sourced pricing, capabilities, integrations and limits, with dates, and no paid placement.

Until listings are published, use the buying guide above to shape your shortlist, or explore related categories that already have sourced profiles.

Already on Stack18 in other categories:

FAQ

AI Search Agents questions and answers

What is an AI search agent?

An AI agent that searches sources and returns synthesised answers with citations.

AI search or enterprise search?

AI search often refers to the web; enterprise search covers company data. Many agents combine both.

Are AI search answers accurate?

Usually helpful but check sources for important facts.

What is semantic search?

Search based on meaning rather than exact keywords.

Does enterprise search respect permissions?

Good tools only show content each user can access.

How does AI search affect SEO?

Clear, structured, authoritative content is more likely to be cited.

Next step

Build a smarter technology stack.

Explore software and AI agents across every category, read sourced profiles and side-by-side comparisons, or talk to Stack18 about what to buy, build and connect.