Industry-Specific AI Plays

How to read this section

The plays in this section are tool-and-vendor-specific and they are dated. Verify before adopting. Used carefully, they save the team six months of evaluation. Used uncritically, they recommend tools that have already been replaced. Each play names the workflow, the data prerequisite, the realistic cost in 2026, and the team time required.

Recruitment

The play. RAG over candidate notes plus a structured intake template. The model retrieves prior conversations with a candidate and produces a one-page brief for the consultant before the next call.

Data prerequisite. Candidate records in one ATS with consistent fields. Interaction notes logged within 24 hours. See Data Discipline Before AI for the field standards.

Realistic cost. AED 25,000 to AED 40,000 (USD 6,810 to USD 10,890) setup. AED 1,500 to AED 2,500 (USD 410 to USD 680) per month operational. Steward time: 1 to 2 hours per week.

Founder time. Eight hours total in setup. Two hours per month thereafter.

When it earns the cost. When the team handles 50 or more active candidates and the senior consultants spend more than 5 hours a week on prior-conversation lookup.

Fitout

The play. AI-drafted variation orders and project closeout reports from structured project data. The model reads project history, materials list, and current scope changes, and drafts the document in the firm's standard format.

Data prerequisite. Project data in one project management tool. Historic variation orders archived in a single document store. Contract templates standardised.

Realistic cost. AED 15,000 to AED 35,000 (USD 4,085 to USD 9,530) setup. AED 1,000 to AED 2,000 (USD 270 to USD 545) per month operational. Steward time: 2 hours per week, ideally the senior project manager.

Founder time. 12 hours total in setup. One hour per month thereafter.

When it earns the cost. When the firm completes 20 or more projects a year and the senior PM spends more than 10 hours per project on documentation.

Property management

The play. RAG over the ticketing system plus a tenant-facing draft assistant for routine queries. The model answers ticket-history questions for the team and drafts responses to common tenant questions for human approval before send.

Data prerequisite. Tickets in one ticketing system with consistent statuses. Tenant communications archived back to at least 24 months. Lease library cleaned up.

Realistic cost. AED 20,000 to AED 50,000 (USD 5,445 to USD 13,615) setup. AED 1,500 to AED 3,000 (USD 410 to USD 820) per month operational. Steward time: 3 hours per week, ideally a property administrator.

Founder time. 16 hours in setup, mostly auditing and approving the response templates. Two hours per month thereafter.

When it earns the cost. When the team manages 500 or more units and answers more than 200 tenant queries a week.

MEP contracting

The play. AI-assisted clause comparison and contract review. The model retrieves clauses from past developer contracts, flags differences in the new draft, and produces a comparison memo for the legal review.

Data prerequisite. Past contracts in one document store with consistent metadata (developer, year, contract type). Internal review notes archived alongside.

Realistic cost. AED 20,000 to AED 40,000 (USD 5,445 to USD 10,890) setup. AED 1,200 to AED 2,500 (USD 330 to USD 680) per month operational. Steward time: 1 to 2 hours per week.

Founder time. Eight hours in setup. One hour per month thereafter.

When it earns the cost. When the firm reviews 10 or more major contracts a year and the legal review takes more than 12 hours per contract.

Events

The play. AI-drafted event briefs from past project archive plus structured client intake. The model retrieves the closest three past events, produces a one-page comparison, and drafts the proposal scope for the senior coordinator's review.

Data prerequisite. Past event records in a structured database, with the folder of Word documents migrated. Post-event reviews logged. Supplier database cleaned up.

Realistic cost. AED 15,000 to AED 30,000 (USD 4,085 to USD 8,170) setup. AED 1,000 to AED 2,000 (USD 270 to USD 545) per month operational. Steward time: 2 hours per week.

Founder time. 10 hours in setup. One hour per month thereafter.

When it earns the cost. When the team runs 30 or more events a year and the senior coordinator spends more than 8 hours per event on past-similar-event research.

The pattern across all five industries

Three things repeat across every industry. The data prerequisite costs more than the AI build. The steward role is the difference between a working system and a drifting one. The cost equation only pays off above a volume threshold. Below the threshold, the work stays human. The threshold varies by industry, and the table above gives the rough numbers to start from.

These plays are tool-agnostic at the framework level and tool-specific in execution. The vendor names will change with the market. The structure underneath holds across cycles.