By department
Scenarios we see again and again
Operations
Keep work moving without manual hand-offs.
- Triage and route incoming requests by type and urgency
- Extract data from documents into your systems
- Draft status updates from project and ticket activity
- Flag exceptions in recurring processes for review
Customer support
Faster, consistent answers — with people for the hard cases.
- Answer common questions from your help centre and policies
- Summarise long threads before an agent picks them up
- Suggest replies and next steps to agents
- Spot recurring issues and feed them to product teams
Sales
More time selling, less time searching and typing.
- Prepare account briefs from CRM and public information
- Draft follow-ups and proposals from call notes
- Keep CRM fields up to date automatically
- Answer product and pricing-policy questions instantly
People & HR
Clear answers for employees, less admin for HR.
- Internal assistant for policies, benefits and processes
- Onboarding guides tailored to role and location
- Draft job descriptions and interview kits
- Summarise feedback and survey responses
Finance
Fewer manual reconciliations, clearer reporting.
- Classify and code invoices and expenses
- Match transactions and highlight discrepancies
- Generate narrative commentary for monthly reports
- Answer budget questions in plain language
Knowledge management
Make what your company knows findable.
- One search across wikis, drives and tickets
- Answers with sources and permission checks
- Detect outdated or conflicting documents
- Turn expert know-how into maintained guides
Scenarios are illustrative. We validate each one against your data, processes and constraints during an assessment before recommending a build.
A common pattern
One knowledge layer, many teams
Many of these scenarios share the same foundation: permission-aware retrieval over your own content. Build it once, reuse it across departments.
knowledge: ask → retrieve → answer
Which team would benefit first?
Tell us where the friction is. We'll help you decide where to start — and what to leave for later.