How the work runs.
Worked example: catching missed rent escalations
An illustrative worked example of AI lease abstraction at a generic property firm, with an assumed portfolio and numbers, and no client result behind it.
- Operations
Worked example: clearing a purchase-order backlog
An illustrative worked example of AI purchase-order processing at a generic wholesale distributor, with assumed volumes and an approval queue. No client result.
- Compliance
Worked example: clearing a KYC review backlog
An illustrative worked example of ai-assisted KYC review at a generic payments company, with assumed numbers, no client result. An analyst approves every case.
- Recruiting
Worked example: resume screening for a staffing agency
An illustrative worked example of resume screening for a generic staffing agency, with assumed numbers, no client result. A recruiter approves every shortlist.
- Finance
Worked example: catching out-of-policy expenses
An illustrative worked example of AI expense review that flags out-of-policy spend before approval. The firm and numbers are assumptions, not a client result.
- Operations
Worked example: prior-auth prep with human sign-off
An illustrative worked example of prior-auth packet prep with a human approving each submission. The group and numbers are assumptions, not a client result.
- Marketing
Worked example: segment personalization for lifecycle email
An illustrative worked example of segment-level email personalization for a d2c brand. The brand and numbers are assumptions, not a client result.
- Customer support
Worked example: agent-side retrieval for a support team
An illustrative worked example of agent-side retrieval for a support team. The team and numbers are assumptions, not a client result. No customer-facing bot.
- Sales
Worked example: AI follow-up for stalled B2B deals
An illustrative worked example of AI follow-up for stalled B2B deals. The sales team and numbers are assumptions, not a client result. What to measure.
- Product
Worked example: replacing retool with a tool you own
An illustrative worked example of replacing a retool app with an owned internal tool. The SAAS team and numbers are assumptions, not a client result.
- Product
Worked example: taking an AI prototype to production
An illustrative worked example of taking an AI prototype to production. The fintech team and every number are assumptions, not a client result or a promise.
- Operations
Worked example: an ops bot for new-hire onboarding
An illustrative worked example of an AI ops bot that routes new-hire access requests in Slack. The firm and numbers are assumptions, not a client result.
- Education
Worked example: rubric-driven AI grading for courses
An illustrative worked example of rubric-driven AI grading for an online course company. The company and numbers are assumptions, not a client result.
- Compliance
Worked example: contract review with a full audit trail
An illustrative worked example of AI contract review at a regulated finance firm. The team and numbers are assumptions, not a client result or a promise.
- Finance
Worked example: ai-assisted reconciliation for month-end
An illustrative worked example of ai-assisted bank-to-ledger reconciliation for a generic finance team. Assumed numbers, not a client result.
- Customer support
Worked example: ticket deflection without a chatbot
An illustrative worked example of internal retrieval plus draft-and-review for a support team, no chatbot. Assumed team and numbers, not a client result.
- Sales
Worked example: ai-drafted outbound for a sales team
An illustrative worked example of a research-plus-drafting layer for an assumed 8-rep sales team. Assumed numbers, not a client result; reps send every email.
- Marketing
Worked example: a content pipeline for a marketing team
An illustrative worked example of a brief-to-draft content system on Claude and Airtable. Assumed team and numbers, not a client result; an editor signs off.
- Operations
Worked example: claims processing with a human sign-off
An illustrative worked example of AI claims processing for a generic logistics team. Assumed numbers, not a client result; a human approves every claim.