Expertise

We know these processes from the inside

Our background is not an AI course. It is twenty years building and running business-critical systems — the kind where an outage costs someone money that same minute.

01The problem today
02Where an agent helps
03What stays human
04Measured after 90 days

Payments & Compliance

payments
The problem today

Manual reconciliation that takes days, exceptions surfacing too late, and merchant onboarding stuck between departments. Each needs judgement — which is exactly why nobody automated it.

Where an agent helps
  • Reconcile transactions against settlement reports and flag gaps for review
  • First-pass classification of exceptions, routed to a reviewer
  • Collect and verify KYB documents, including what is missing or expired
What stays human Approving refunds and credits · Rejecting or suspending a merchant · Any regulatory filing. The agent prepares the file — a person signs it.
Measured after 90 days
Monthly reconciliation close timeExceptions classified correctly first passAverage merchant onboarding time

Sales

sales
The problem today

Enquiries falling between people, quotes rebuilt from scratch every time, and a CRM full of half-complete records because nobody enjoys filling in fields.

Where an agent helps
  • Triage inbound enquiries by intent and urgency
  • Draft a quote from comparable closed deals
  • Update the CRM from a call transcript — including the fields nobody fills
What stays human Price and terms · Closing a deal · Any commitment to a customer. The agent drafts — a rep sends.
Measured after 90 days
First response timeOpportunities with complete dataHours returned to the team weekly

Inventory & Procurement

inventory
The problem today

Forecasts that live in one person's spreadsheet, purchase approvals stuck in a queue, and supplier quality known anecdotally rather than in data.

Where an agent helps
  • Flag items at stock risk based on demand patterns
  • Compare supplier quotes and surface the differences
  • Route purchase requests by amount and budget, with documents attached
What stays human Choosing a supplier · Signing a purchase order · Exceeding budget. The agent builds the comparison — a manager decides.
Measured after 90 days
Stock-out incidentsAverage purchase approval timeRequests routed correctly first time

Manufacturing & Operations

operations
The problem today

Field reports arriving over WhatsApp, faults handled from the memory of one senior technician, and scheduling that changes by phone every morning.

Where an agent helps
  • Turn free-text field reports into structured records
  • Retrieve the relevant fault procedure from documentation you already have
  • Propose a daily work order by priority and availability
What stays human Stopping a production line · Changing priorities · Any safety decision. The agent proposes — the shift manager decides.
Measured after 90 days
Mean time to resolve a faultShare of structured reportsManual schedule changes per day

Not every process belongs to an agent.

The diagnostic ranks your processes — including the ones we recommend leaving alone.

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