Field Notes

AI & compliance, without the jargon.

Practical field notes on using AI safely in regulated workflows: mortgage, real estate, legal ops, and financial fraud response. Written by Emily Clark, Compliance Analyst and founder of ParClark Tech Solutions.

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Compliance, applied AI, and the regulations people actually need to know about. No fluff.
Real Estate · Transaction Coordination · AI Workflow

AI for transaction coordinators: what it handles well, what it doesn't, and the setup that keeps you out of trouble

Transaction coordinators manage 20-40 contracts at once, each with multiple compliance-sensitive deadlines. Here is what AI handles well in that workflow, the three tasks where it creates liability if left unchecked, and the skill-file setup that fixes both problems.

Mortgage · AI Compliance · Federal Law

Fannie Mae LL-2026-04: what every loan originator needs to know about the new AI policy requirement

Fannie Mae's April 2026 lender letter requires every seller/servicer to have a written AI governance framework. Most individual MLOs and small mortgage businesses are already using AI and almost none have documented it.

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Legal Ops · Contracts · Small Business

NDA review checklist for non-lawyers: what every clause actually does

A clause-by-clause walkthrough of every standard NDA provision: what it does, the language that should make you pause, what is negotiable, and when to get a lawyer.

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Real Estate · AI Tools · Workflow

AI tools for real estate agents in 2026: what actually works and what doesn't

A practical breakdown of every major AI use case for agents: listing copy, TC, compliance docs, client communication, and CMA narratives. Where generic AI falls short.

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Real Estate · AI Tools · Fair Housing

AI for real estate listings: what fair housing compliance actually requires from your AI tool

Most AI listing tools write copy that sounds polished and fails compliance. Here is what the Fair Housing Act actually requires and the five failure modes to watch for.

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Financial Investigations · Crypto Fraud

The first 72 hours after a crypto scam: what victims should actually do

Evidence preservation, FBI IC3 reporting, exchange freeze requests, bank fraud notices, and the recovery-scam red flags that will be in your inbox by tomorrow.

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Legal Ops · Contracts

NDA triage for non-lawyers: a 60-second GREEN/YELLOW/RED framework

The five-question scan that classifies any incoming NDA before you sign it, and the four traps hidden in "standard mutual" templates most people miss.

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Real Estate Compliance · License Risk

Personal-interest disclosure: the real estate form most agents are filling out wrong

What "personal interest" actually means under state commission rules and NAR Article 4, the four mistakes that turn a disclosure into a license-defense matter.

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Real Estate Compliance · Fair Housing

Fair-housing language in real estate listings: the words that get agents in trouble

The protected-class categories, the Ragin "ordinary reader" standard the courts apply, and a phrase-by-phrase replacement playbook for listing copy.

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New field notes every other week.

Topics on deck: HR compliance for small business, property management AI, and CFPB supervision updates. Subscribe above to get them when they drop.

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