Back to blog

A document-powered AI assistant answers questions from your actual content, not from the internet. Upload your documents, and anyone can ask questions and get grounded answers with source citations.

But what kind of documents? And for whom? Here are five real use cases, with specific examples of what to upload and the kinds of questions it handles.

1. Internal knowledge base

Who it's for: Employees, new hires, managers

What to upload:

• Employee handbook
• PTO and benefits policies
• IT setup guides
• Onboarding checklists
• Company procedures and SOPs

Questions it handles:

• "How many PTO days do I get after 2 years?"
• "What's the process for requesting a leave of absence?"
• "How do I set up VPN access on Mac?"
• "What are the expense report submission deadlines?"

Why it works: Every company has a handbook that nobody reads. The AI reads it once and answers questions from it forever. New hires get instant answers instead of waiting for HR to respond. The confidence badge tells them when to follow up with a human.

ROI: Reduces internal support tickets. HR and IT spend less time answering the same questions. New hire onboarding is faster and more self-service.

2. Customer support

Who it's for: Website visitors, customers, prospects

What to upload:

• FAQ pages
• Product documentation
• Troubleshooting guides
• Return/refund policies
• Shipping information

Questions it handles:

• "What's your return policy for opened items?"
• "How do I reset my account password?"
• "Do you ship to Canada?"
• "My order hasn't arrived yet. What do I do?"
• "What's the difference between the Pro and Business plans?"

Why it works: Most support questions are answered somewhere in your existing documentation. The AI finds the answer instantly instead of making the customer search through your help center or wait for an agent.

ROI: Deflects 40-60% of tier-1 support tickets. Available 24/7. Customers get answers in seconds instead of hours. Support agents focus on complex issues.

3. Training and education

Who it's for: Students, trainees, course participants

What to upload:

• Course materials and syllabi
• Study guides and lecture notes
• Certification prep materials
• Lab instructions and procedures
• Reference documentation

Questions it handles:

• "Explain the difference between TCP and UDP"
• "What are the prerequisites for the advanced module?"
• "How do I configure the lab environment for exercise 3?"
• "What topics are covered in the certification exam?"

Why it works: Learners can ask questions in natural language instead of searching through PDFs. The source citations point them to the specific section to read more. The AI adapts its explanation to the question, unlike a static FAQ.

ROI: Reduces instructor load for repetitive questions. Students get instant help outside office hours. Course materials become interactive without rebuilding them.

4. Operations and franchise management

Who it's for: Franchise operators, field teams, regional managers

What to upload:

• Operations manuals
• Franchise agreement terms
• Brand standards guides
• Safety and compliance procedures
• Equipment maintenance schedules

Questions it handles:

• "What are the required operating hours for a franchise location?"
• "How do I report a safety incident?"
• "What's the approved vendor list for cleaning supplies?"
• "When is the next equipment maintenance window?"
• "What are the brand guidelines for in-store signage?"

Why it works: Operations manuals are thick, rarely read, and hard to search. Franchise operators and field teams need quick answers on the ground, not time to browse a 200-page PDF. The AI gives them the relevant section with a source citation so they can verify.

ROI: Fewer compliance violations from "I didn't know that was in the manual." Faster resolution of operational questions. Consistent answers across all locations.

5. Community knowledge base

Who it's for: Community members, residents, association participants

What to upload:

• Bylaws and governing documents
• Meeting minutes
• Community guidelines
• Event calendars and schedules
• Facility rules and reservation procedures

Questions it handles:

• "What are the pool hours during summer?"
• "How do I reserve the community center?"
• "What are the rules for exterior home modifications?"
• "When is the next board meeting?"
• "What's the process for filing a noise complaint?"

Why it works: Community organizations generate lots of documents that members never read. An AI assistant makes all of that information accessible through a simple chat interface. Board members stop fielding the same questions repeatedly.

ROI: Reduces repetitive inquiries to board members and management. Increases member engagement with community policies. New residents get up to speed quickly.

What they all have in common

Every use case follows the same pattern:

1. Existing documents that contain the answers people need
2. People who ask questions that those documents answer
3. A gap between the two (nobody reads the docs, they're hard to search, or the person to ask isn't available)

The AI assistant bridges that gap. Upload the documents, embed the chat on your website or intranet, and the questions start getting answered.

Getting started

Pick your use case. Upload 1-2 documents to start. See how it handles real questions from your domain. The free tier gives you 1 project, 2 documents, and 100 queries/month to test with.

Explore live demos to see examples across different industries, or try it yourself.