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Published November 2026 · Independent research; not peer reviewed

Practical companion · Issue 01

AI Opportunity Explorer

Start with the problem, not the tool. 28 task-first use cases, each with the workflow change, the people who stay in the loop, and what to measure.

Companion to Issue 01, What AI Actually Does at Work and Issue 02, The AI Implementation Gap. Real estate appears as a recurring lens, alongside other industries the series covers.

28 of 28 use cases

  • Customer communication

    Drafted client status updates

    Survey-reported task useWidely available
    Operational problem
    Clients ask for updates that staff assemble from several systems by hand.
    Type of AI solution
    Generative drafting from records: the model writes an update from milestone and task data for review.

    Before

    Staff check the file, the calendar and email, then write the update.

    After

    A draft is assembled from the file; staff correct, personalize and send.

    Human checkpoints

    • Every update reviewed before sending
    • Dates and amounts checked against the record

    Data you need

    • Transaction or project milestones
    • Task status
    • Approved message templates
    Deployment pathway
    Configure
    Set up templates, rules, prompts or permissions inside a tool you already use.
    Complexity
    Low

    Safeguards

    • No promises of dates the record doesn't support
    • Fact-check figures against source

    KPIs to baseline, then measure

    • Time to produce an update
    • Inbound 'where are we?' contacts
    • Correction rate on drafts

    A small pilot

    1. Use for one transaction or project type
    2. Time five updates before and after
    3. Log every correction

    Real estate lens

    Weekly buyer/seller updates between contract and closing.

    Evidence status: Survey-reported task use

    Census BTOS lists "writing or editing" among generative AI task categories businesses report. That shows use, not results.

Selected: Drafted client status updates

About this directory

  • No vendors or products are named or endorsed. Each card describes a type of solution.
  • No performance, savings or ROI figures are claimed. KPIs are measures to baseline yourself before and after a pilot.
  • "Survey-reported task use" means the Census BTOS lists the task category among reported generative AI uses. It says nothing about quality or results.
  • Published results apply to the settings studied and do not predict outcomes elsewhere.
  • Industry filters reflect sectors the series already covers; "any industry" cases appear under every filter.
  • Independent research; not peer reviewed. Not legal, compliance or investment advice.

Deployment pathways

Buy:
Use an off-the-shelf tool largely as delivered.
Configure:
Set up templates, rules, prompts or permissions inside a tool you already use.
Integrate:
Connect an AI service to your systems of record (CRM, accounting, property management).
Custom build:
Design and maintain your own workflow, models or data pipeline.

Sources

  1. Brynjolfsson, E., Li, D., & Raymond, L. R. (2025). Generative AI at Work. Quarterly Journal of Economics, 140(2), 889–942. https://doi.org/10.1093/qje/qjae044
  2. Dillon, E. W., Jaffe, S., Immorlica, N., & Stanton, C. T. (2025). Shifting Work Patterns with Generative AI. NBER Working Paper 33795. https://www.nber.org/papers/w33795
  3. U.S. Census Bureau. BTOS Core and AI Content (official questionnaire). https://www.census.gov/hfp/btos/downloads/BTOS%20Core%20and%20AI%20Content.pdf
  4. U.S. Census Bureau. Business Trends and Outlook Survey, 2026 AI supplement tables. https://www.census.gov/hfp/btos/data_downloads?so=1
  5. Holmes, N., Sanchez-Moyano, R., & Simms, S. (2026, March 23). Early Findings on Small Business Use of AI. Federal Reserve Small Business Credit Survey analysis. https://www.fedsmallbusiness.org/analysis/2026/early-findings-on-small-business-use-of-ai