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Automate Ragie with AI Agents.

Automate knowledge retrieval and document workflows with Ragie and AI workers. Use Toolhouse to power faster support, smarter operations, and scalable internal search.

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Your Ragie AI Worker

Ragie AI Worker

Active

You: Review the last 50 support tickets about billing and refunds, search our help center and policy docs for the correct answers, and draft reply suggestions for the support team with the most relevant source snip...

Searching billing policies and help center articles...

Matching support questions to verified source content...

43 support replies drafted in one pass.

The worker matched recurring billing questions to the right knowledge sources, generated response drafts for agents, and highlighted 7 tickets that need human escalation...

43Replies drafted

7Tickets escalated

6 hoursBeforeto11 minWith Toolhouse

Use cases

Top Ragie automation use cases

Use case 1

Answer support questions faster

Toolhouse AI workers can use Ragie to retrieve the right information from your knowledge sources and respond to common support questions faster. Instead of making teams search across scattered documents, workers can surface relevant answers, draft replies, and keep service workflows moving. This helps customer service teams reduce manual effort while improving response speed and consistency.

Your Ragie AI Worker

Ragie AI Worker

Active

You: Search our onboarding guides, SOPs, and HR policies to answer these new hire questions, then create a clean onboarding Q&A brief for the people team and flag anything missing from our documentation.

Scanning onboarding guides, HR policies, and SOPs...

Identifying missing answers across employee knowledge sources...

New hire onboarding answers organized into one brief.

The worker pulled answers across HR and operations documents, created a single onboarding reference for the team, and identified 9 repeated questions that do not have cl...

28Questions answered

9Knowledge gaps found

2 daysBeforeto14 minWith Toolhouse

Use case 2

Automate internal knowledge search

Internal teams often lose time hunting for answers across wikis, docs, and uploaded files. With Ragie in the workflow, AI workers can search company knowledge, return useful context, and help employees complete tasks without waiting on another team. That makes Ragie valuable for operations, HR, and support workflows where quick access to information saves time.

Your Ragie AI Worker

Ragie AI Worker

Active

You: For every open compliance review this week, retrieve the relevant policy sections, supporting documents, and SOP references, then prepare a summary of what is complete, what is missing, and what needs follow-u...

Retrieving policy sections and compliance records...

Summarizing missing documentation by case...

Compliance review packets prepared for every open case.

The worker assembled the right document context for each review, summarized missing evidence, and surfaced the highest-risk cases first so the operations team can move f...

18Cases prepared

26Missing items flagged

3 daysBeforeto18 minWith Toolhouse

Use case 3

Route document-based operations

Many business processes depend on the right document being found at the right moment. Toolhouse can use Ragie to help AI workers retrieve relevant records, policies, or reference materials and then trigger the next workflow step automatically. This is useful for onboarding, compliance reviews, case handling, and other document-heavy operations.

Your Ragie AI Worker

Ragie AI Worker

Active

You: Analyze failed internal knowledge searches from the last month, group them by topic, identify the documents employees expected to find, and recommend which missing articles we should create first.

Reviewing failed searches across internal knowledge workflows...

Ranking documentation gaps by frequency and impact...

Top knowledge gaps ranked by business impact.

The worker clustered failed searches into clear themes, showed where teams are losing time during internal search, and recommended the first 6 articles to create based o...

12Gap themes identified

6Priority articles recommended

1 weekBeforeto22 minWith Toolhouse

Use case 4

Summarize policy and SOP content

Long internal documents are difficult to use when teams need quick decisions. AI workers can use Ragie to pull the most relevant sections from policy documents, SOPs, and knowledge bases, then generate concise summaries for employees or managers. This reduces repetitive reading and helps teams act faster with better context.

Your Ragie AI Worker

Ragie AI Worker

Active

You: Automate knowledge retrieval and document workflows with Ragie and AI workers. Use Toolhouse to power faster support, smarter operations, and scalable internal search.

Reading workflow context...

Preparing the next best action...

Summarize policy and SOP content

Long internal documents are difficult to use when teams need quick decisions. AI workers can use Ragie to pull the most relevant sections from policy documents, SOPs, an...

-Tasks handled

-Actions ready

manualBeforetominutesWith Toolhouse

Use case 5

Monitor knowledge quality gaps

Knowledge systems only work well when content is complete and easy to retrieve. Toolhouse AI workers can track repeated search failures, unanswered questions, or weak documentation areas connected to Ragie-powered workflows. That gives operations and support leaders clearer reporting on where knowledge gaps are slowing down the business.

Your Ragie AI Worker

Ragie AI Worker

Active

You: Automate knowledge retrieval and document workflows with Ragie and AI workers. Use Toolhouse to power faster support, smarter operations, and scalable internal search.

Reading workflow context...

Preparing the next best action...

Monitor knowledge quality gaps

Knowledge systems only work well when content is complete and easy to retrieve. Toolhouse AI workers can track repeated search failures, unanswered questions, or weak do...

-Tasks handled

-Actions ready

manualBeforetominutesWith Toolhouse

Testimonials

What our customers say

1,000,000+ agents· 15,000+ teams· 1,000+ integrations· Start for free

“We built in record time what would have taken weeks otherwise! I can honestly say that without Toolhouse, our team would have been spending much MUCH more time delivering AI features in the products we're building.”

Marcos Ocón

COO @ Develative (Developer Agency)

EngineeringSince 2025

“I built an agent that qualifies my leads and books calls automatically. No developer, no agency. It paid for itself in the first week.”

Andrew Njoo

Founder @ Stack2Sale

MarketingSince 2025

“Our team of 12 was drowning in repetitive tasks. We described what we needed and the agent just worked. We didn't write a single line of code.”

Kristian Freeman

Manager @ Large Engineering Company

InfrastructureSince 2025

Pricing

Simple, transparent pricing

Start free, scale as you grow. No hidden fees, no surprises.

Business

$500/month

Includes FREE unlimited tokens

Credits / month25,000
Workers50
Log retention30 days
Worker email inboxIncluded
OnboardingIncluded
Organizations—
Account engineer—
SupportSlack, Email

Start now →

No credit card needed

For scaling businesses

Business Max

$1,200/month

Includes FREE unlimited tokens

Credits / month80,000
Workers500
Log retention1 year
Worker email inboxIncluded
OnboardingIncluded
OrganizationsIncluded
Account engineerOn demand
SupportPriority (Slack, Email, Phone)

Start now →

No credit card needed

For larger companies

Enterprise

Custom

For scaling needs

Credits / monthVolume pricing
WorkersUnlimited
Log retentionCustom
Worker email inboxIncluded
OnboardingIncluded
OrganizationsIncluded
Account engineerNamed
SupportCustom

Talk to sales →

14-day free trial on all plans · cancel anytime

FAQ

Using Ragie with AI workers

Common questions about Ragie automation with AI workers.

How can Toolhouse automate Ragie workflows?

Toolhouse lets you build AI workers that use Ragie to retrieve knowledge, answer support questions, summarize documents, and automate document-driven workflows across operations, support, and internal teams.

What is a strong use case for Ragie and AI workers?

A strong use case is automating internal knowledge assistance. AI workers can search Ragie-powered content, return the most relevant information, and help employees or support teams act faster without manual searching.

Why connect Ragie to workflow automation?

Connecting Ragie to workflow automation helps businesses turn stored knowledge into action. Teams can reduce repetitive searching, improve customer service, speed up operations, and make AI workers more useful in document-heavy workflows.

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Turn your best documented process into a repeatable AI worker job.

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