programmatic

Business use cases

One business task.
A better way to get it done.

Explore specific ways to apply AI, data and automation to everyday work. See what starts each workflow, who owns the decision and how to evaluate the result.

Start from a specific decision

Where does work get stuck?

These are implementation use cases, not customer case studies. Each page sets out a proposed workflow and the evidence needed to decide whether it fits your organization.

Sales operations

AI lead qualification

Incoming leads arrive with incomplete context, inconsistent qualification notes and unclear routing, making it difficult to decide who should follow up next.

Decision owner
Sales operations and the sales team responsible for qualification policy and follow-up.
Intended output
A prioritized lead record with supporting facts, missing-information flags and an assigned next step.
  1. Capture and resolve
  2. Structure the context
  3. Apply fit criteria
  4. Route and follow up
Explore AI lead qualification

Demand planning

AI demand forecasting

Planning teams need estimates at the right product, location and time horizon, but historical sales can hide stockouts, promotions and changing demand patterns.

Decision owner
Demand planners and operational stakeholders who approve inventory or capacity decisions.
Intended output
A versioned forecast with evaluation context, uncertainty where supported and recorded planner adjustments.
  1. Define the planning unit
  2. Prepare historical signals
  3. Forecast and backtest
  4. Review and publish
Explore AI demand forecasting

Business reporting

Automated reporting

Recurring reports require repeated exports, spreadsheet changes and distribution, while late source data or conflicting definitions can make a polished report unreliable.

Decision owner
Report owners and business stakeholders responsible for metric definitions, approval and recipients.
Intended output
A validated report or dashboard refresh with visible freshness, an approved audience and a traceable delivery status.
  1. Check source readiness
  2. Prepare agreed metrics
  3. Generate and validate
  4. Distribute and monitor
Explore Automated reporting

Before a pilot

A useful use case has a testable decision.

An identifiable owner

Name the person who can explain the rules, review exceptions and accept the new workflow.

Representative inputs

Include incomplete records, unusual requests and historical changes so evaluation reflects the work people actually handle.

A comparison that matters

Agree how the current process performs and which quality, effort or reliability measures would justify the change.