01 / 08Internal knowledge Q&A
Business challenge
Employee handbooks, product information, and policies are spread across files, making answers slow to find and verify.
How it works
- Organize and import PDF, DOCX, XLSX, Markdown, and other supported files into a knowledge base
- Use hybrid retrieval and reranking to find relevant material and provide sources for answers
- Manage access to knowledge bases and related resources by team and role
Suggested pilot measures
- Answer accuracy in sample reviews
- Average time to find an answer
- Repeat questions
02 / 08Support and ticket triage
Business challenge
Support teams repeatedly search for information while manual classification and escalation can lead to inconsistent responses.
How it works
- Help agents draft responses using authorized knowledge and tools
- Connect ticket systems through APIs or webhooks to route requests and notify handlers
- Configure human handoff and review; ticket updates depend on system interfaces and authorization
Suggested pilot measures
- First response time
- Share of tickets escalated to people
- Response accuracy in sample reviews
03 / 08Document processing and review
Business challenge
Teams spend time extracting information, checking requirements, and summarizing tenders, reports, and applications.
How it works
- Parse supported documents for use in a knowledge base or workflow
- Use models and sandboxed scripts to assist with extraction, comparison, and summaries
- Send results to business users for review and add workflow approvals at key steps
Suggested pilot measures
- Time per document
- Field accuracy in sample reviews
- Review rework count
04 / 08Compliance and risk review
Business challenge
Legal and risk teams must check contracts against policies and review lists while keeping up with changing guidance.
How it works
- Organize authorized policies, contract templates, and review lists as searchable reference material
- Assist with extracting clauses, comparing requirements, and identifying items for review
- Have legal or risk staff confirm conclusions, with human approvals and audit records as needed
Suggested pilot measures
- Time for initial review
- Omissions found in sample reviews
- Human review completion rate
05 / 08Data questions and analysis
Business challenge
Business teams wait for repeated data requests, while scattered definitions make results harder to verify.
How it works
- Have business teams define metrics and configure read-only tools with appropriate data-source permissions
- Connect PostgreSQL, MySQL, Redis, or MongoDB and use the sandbox to calculate and organize results
- Have data owners review important results and maintain definitions and access permissions
Suggested pilot measures
- Average wait for data
- Repeat data requests
- Result accuracy in sample reviews
06 / 08Engineering knowledge and operations
Business challenge
Documentation, troubleshooting experience, and change processes are scattered, leaving onboarding and incident handoffs dependent on a few people.
How it works
- Organize engineering documentation, runbooks, and troubleshooting records for onboarding and knowledge sharing
- Connect existing systems through HTTP, MCP, or webhooks to coordinate alerts, checks, and notifications
- Add human approval for critical changes; actions depend on available interfaces and authorization
Suggested pilot measures
- New hire time to find an answer
- Mean time to resolve incidents
- Repeated manual steps
07 / 08Cross-system automation
Business challenge
Processes such as purchase requests move information across systems, with staff manually following up on missing details and approvals.
How it works
- For example, coordinate purchase request checks, missing information, human approval, and notifications
- Configure integrations and data transfers using available APIs, webhooks, and permissions
- Route exceptions and critical actions to people before continuing according to business rules
Suggested pilot measures
- Request-to-approval time
- Manual actions per request
- Share returned for missing information
08 / 08Business content production
Business challenge
Marketing and business teams repeatedly assemble product information and prepare drafts for different channels.
How it works
- Use authorized product materials and brand guidance as references for draft copy
- Generate images or video with configured models and organize steps in a workflow
- Have content owners review facts, brand expression, and usage rights before publication
Suggested pilot measures
- Time to prepare a first draft
- Revision rounds per item
- Review approval rate
