Where This FitsUse the service when the problem is too practical for strategy slides and too cross-functional for one software tool.
The best starting point is usually a workflow that already matters to the business, but is still too manual, slow, hard to measure, or dependent on a few people.
A manual workflow keeps slowing the team down
Approvals, updates, research, reporting, onboarding, follow-up, or exception handling still depend on people chasing information.
The data exists, but reporting is still painful
The team can get the answer, but only after exports, spreadsheet work, cleanup, commentary, and manual checks.
You have tools, but the work lives between them
Your CRM, your finance tools, and your project system all exist, but the actual work still runs on informal workarounds between them.
AI is promising, but the demo is not the hard part
The real question is where AI should sit, what data it can use, what humans review, and how the output becomes part of the process.