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Published November 2026 · Independent research; not peer reviewed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

  • Documents & paperwork

    Listing and property description drafts

    Survey-reported task useWidely available
    Operational problem
    Descriptions take time to write and quality varies.
    Type of AI solution
    Generative drafting from structured property facts, with fair-housing language checks.

    Before

    Agent writes the description from notes and photos.

    After

    Draft generated from verified facts; agent edits for accuracy and tone and checks language.

    Human checkpoints

    • Agent verifies every factual claim
    • Language reviewed for fair-housing compliance

    Data you need

    • Verified property facts
    • Approved style guide
    • Prohibited-terms list
    Deployment pathway
    Buy
    Use an off-the-shelf tool largely as delivered.
    Complexity
    Low

    Safeguards

    • No invented features
    • Avoid describing people or who a home is 'for'
    • Keep the agent accountable

    KPIs to baseline, then measure

    • Time to publish a listing
    • Corrections after publication
    • Compliance flags

    A small pilot

    1. Use on 10 listings
    2. Log every factual correction
    3. Review language with compliance

    Real estate lens

    Residential and rental listings — the most common generative AI use in Issue 01's data is writing.

    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: Listing and property description drafts

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