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Published November 2026 · Independent research; not peer reviewed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

    Transaction file completeness checks

    Survey-reported task useMaturing
    Operational problem
    Missing signatures, dates or disclosures surface late and delay closings.
    Type of AI solution
    Document classification and rule checks: identify documents in a file and flag missing or unsigned items against a checklist.

    Before

    Coordinator opens every document and ticks a paper checklist.

    After

    File arrives with a draft checklist of present, missing and unsigned items; coordinator confirms.

    Human checkpoints

    • Coordinator signs off the checklist
    • Broker or compliance review unchanged

    Data you need

    • Required-document checklist by transaction type
    • Sample complete files
    Deployment pathway
    Integrate
    Connect an AI service to your systems of record (CRM, accounting, property management).
    Complexity
    Medium

    Safeguards

    • Flagging, not approving
    • State-specific requirements maintained by a person

    KPIs to baseline, then measure

    • Issues found after submission
    • Days from contract to complete file
    • Coordinator hours per file

    A small pilot

    1. Run on 30 closed files and compare with known issues
    2. Then shadow live files for a month

    Real estate lens

    Brokerage transaction coordination and mortgage file review.

    Evidence status: Survey-reported task use

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

Selected: Transaction file completeness checks

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