Solutions

Connected workflows. Defined boundaries.

Start with a defined business process, not a model. Specify its records, decisions and approvals before deciding which steps AI should support.

The scenarios below are illustrative possibilities, not client case studies or promises of results.

Four places to begin

Four workflows to scope and test.

Prepare exceptions for informed review.

Bring invoice, purchase-order and policy records into a review packet with a traceable basis for each proposed action.

Integration boundary: Read-only access to approved ERP invoice, purchase-order and goods-receipt records, plus the policy repository; no payment access.
Acceptance evidence: Each recommendation links to source records and the relevant policy; missing evidence routes to review.

Illustrative workflow: before → after

Before: A reviewer searches inboxes and spreadsheets to understand a mismatched invoice.

After: A workflow gathers source records, flags the mismatch and prepares a recommendation with supporting evidence.

Human checkpoint: An authorized reviewer approves financial changes; payments are never inferred from a recommendation.

Make ownership explicit at each handoff.

Connect approved status records and dependencies so an owner can assess a delivery exception without changing commitments automatically.

Integration boundary: Read approved order milestones and service tickets; write proposed recovery tasks only to an agreed review queue.
Acceptance evidence: Each missing dependency has an owner and source reference; retrying the same event does not create duplicate tasks.

Illustrative workflow: before → after

Before: A delivery exception moves between teams while someone manually assembles a status update.

After: A workflow checks milestones, identifies missing inputs and drafts a recovery plan for the responsible owner.

Human checkpoint: Changes to commitments, suppliers or spending require the appropriate owner's approval.

More context for the next conversation.

Turn permitted account information into useful preparation, timely follow-through and cleaner records—not indiscriminate outreach.

Integration boundary: Use access-controlled CRM records and meeting notes approved for this purpose; save drafts only, with no outbound-send permission.
Acceptance evidence: Follow-up drafts link to approved notes, flag missing context and wait for account-owner approval.

Illustrative workflow: before → after

Before: An account owner reconstructs meeting history and rewrites follow-up notes across disconnected tools.

After: A workflow summarizes approved records, highlights open questions and drafts a follow-up linked to the conversation.

Human checkpoint: The account owner reviews external messages, pricing and promises before anything is sent.

Prepare policy-backed resolutions.

Connect policy and case history to the next useful action, with a clear route to a person when the situation needs one.

Integration boundary: Read the approved knowledge base and case-scoped order history; write case notes, with no refund or account-change permission.
Acceptance evidence: Suggested resolutions cite the applicable policy; uncertain cases reach a named queue with their source history intact.

Illustrative workflow: before → after

Before: A service agent switches between policy documents and order records while the customer repeats their story.

After: A workflow assembles the case context, suggests a policy-backed resolution and routes uncertain cases with their history intact.

Human checkpoint: Sensitive cases and refunds outside agreed limits go to an authorized person.

A clear owner, a measurable outcome and a safe boundary are better starting points than a long feature list.