Use cases

What would you stop doing manually?

Filter by department, outcome, data sensitivity, frequency or deployment. Every use case marks where AI works and where humans keep control. None of these claim guaranteed savings — they describe what the system does.

Inbound lead qualification

Every lead enriched, researched and scored within minutes. CRM updated automatically; a personalized first draft waits for the salesperson's approval before anything is sent.

SalesContinuousHuman approves outreach

Proposal preparation

Draft proposals assembled from CRM data, past projects and pricing rules. Sales reviews and personalizes instead of starting from a blank page.

SalesWeeklyHuman finalizes

Request intake & document generation

Incoming requests validated, systems queried, required documents generated from templates. Only exceptions reach a manager — with context attached.

OperationsDailyLocal-capable

Recurring reporting

Weekly and monthly reports pulled from live systems, anomalies summarized by AI, distributed identically every time. No more Monday-morning spreadsheet assembly.

OperationsWeeklyRules + AI summary

Ticket triage & drafted answers

Intent and urgency classified on arrival; an answer drafted from your knowledge base with sources. Agents review and send — low-confidence cases route straight to people.

Customer SupportContinuousAgent approvesLocal-capable

Invoice processing

Extraction, supplier matching, duplicate checks and cost-centre suggestions — with human approval above thresholds and a full audit trail into your accounting system.

FinanceDailySensitive dataLocal-capable

Month-end preparation

Reconciliation checks, missing-document chasing and variance summaries prepared automatically, so closing starts from a checklist instead of a hunt.

FinanceMonthlySensitive data

Alert correlation & incident summaries

Signals correlated across monitoring and SIEM, severity assessed, and a readable incident summary drafted. Engineers approve any remediation before it runs.

IT & SecurityContinuousEngineer approvesLocal-capable

Access request handling

Routine access requests checked against policy and provisioned automatically; anything unusual escalates to IT with a recommendation and full context.

IT & SecurityDailyPolicy-gated

Private knowledge assistant

Employees ask; the system answers from your documents with citations, respecting per-user permissions. Can run fully on-premise so nothing leaves your network.

KnowledgeContinuousSensitive dataLocal-capable

Research & document synthesis

Long documents, tenders or regulations digested into structured briefs with source references — reviewed by the expert who owns the outcome.

KnowledgeWeeklyExpert reviewsLocal-capable

Employee onboarding

Accounts, access, equipment and introductions coordinated across systems from one trigger. HR approves the plan; the workflow executes and tracks it.

HRWeeklySensitive data

Your process isn't listed?
Even better.

The most valuable automations are usually specific to how your company works. Bring the process; we will tell you honestly whether it is a good candidate.