Glossary · 50+ terms

The regulations & AI-agent terms, in plain English.

Every term below is a step, a signed checkpoint, or a control in a GreatCTO autopilot — not a PDF you read later. Each entry links to the autopilot where it bites.

Financial controls

Accounting · tax · audit

SOX (Sarbanes–Oxley Act)

US law requiring internal controls over financial reporting for public companies. The IT side (ITGC) covers access control, change management, and segregation of duties. SOX ITGC audit autopilot →

ITGC (IT General Controls)

The IT controls a SOX audit leans on — logical access, change management, and computer operations. A gap here is what becomes a material-weakness finding. SOX ITGC audit autopilot →

Material weakness

A control deficiency severe enough that a material misstatement could go undetected. It's a public disclosure in the 10-K — restatements and weakness disclosures measurably move the share price.

Segregation of Duties (SoD)

No single person holds end-to-end authority over a sensitive process: whoever requests a change doesn't approve it, whoever approves doesn't deploy it. In an autopilot this maps to distinct human checkpoints held by different named owners. Bookkeeping autopilot →

ASC 606

US GAAP revenue-recognition standard: revenue is recognized when performance obligations are satisfied, not when cash arrives. Misclassification is a restatement risk, which is why a controller signs the close. Bookkeeping autopilot →

§7216 (Internal Revenue Code)

Restricts how tax preparers may use or disclose tax-return information — consent is required before data leaves the engagement. A credentialed preparer signs every filing. Tax-prep autopilot →

Circular 230

US Treasury rules governing practice before the IRS — the diligence and conduct standards a credentialed preparer is bound by before signing a return. Tax-prep autopilot →

Healthcare & pharma

Coding · prior auth · safety

HIPAA

Protects health information (PHI): minimum-necessary access, audit trails, breach notification, business-associate agreements. Any autopilot touching patient data runs inside these rails. Medical-coding autopilot →

PHI (Protected Health Information)

Individually identifiable health information under HIPAA. Must be encrypted at rest and in transit and access-logged — the autopilot never moves it without that.

BAA (Business Associate Agreement)

The HIPAA contract binding any vendor that handles PHI to the same safeguards as the covered entity. Missing BAAs are a top enforcement finding.

ICD-10 / CPT

The diagnosis (ICD-10) and procedure (CPT) code sets US claims are built from — the raw material a medical-coding autopilot assigns and a certified coder signs. Medical-coding autopilot →

NCCI edits

National Correct Coding Initiative edits — CMS rules flagging code pairs that can't be billed together. A mandatory check before a claim goes out. Medical-coding autopilot →

MUE (Medically Unlikely Edit)

A CMS cap on the units of a service billable for one patient on one day. Exceeding it without justification triggers a denial.

837P claim

The X12 837P EDI transaction — the standard electronic format for a professional healthcare claim submitted to a payer. The irreversible "write" in the coding flow.

Medical necessity

Whether a service fits the diagnosis under payer policy (NCD/LCD). A prior-auth autopilot never auto-denies on this — missing criteria escalates to a medical director. Prior-auth autopilot →

Prior authorization

Payer approval required before a treatment or drug is covered. A denial without a physician's signature is a legal landmine — so the denial path always routes through a human. Prior-auth autopilot →

False Claims Act

Liability for submitting false claims to government programs — treble damages, per-claim penalties. The core legal risk in coding and billing automation, and the reason a certified coder signs the risky claims. Medical-coding autopilot →

21 CFR Part 11

FDA rule for electronic records and signatures: tamper-evident audit trails and validated systems in pharma and clinical workflows. Pharmacovigilance autopilot →

Pharmacovigilance

Detecting, assessing and reporting adverse drug events. A QPPV or drug-safety physician signs an E2B case before it's reported to regulators. Pharmacovigilance autopilot →

Legal & financial crime

Documents · screening · lending

UPL (Unauthorized Practice of Law)

State-law prohibition on non-lawyers giving legal advice. Document automation can draft; the advice that crosses the UPL line carries a licensed attorney's signature. Legal-docs autopilot →

OFAC sanctions screening

Checking counterparties against the US Treasury's SDN and sanctions lists. Strict liability — which is why screening is a mandatory flow step, not a periodic batch job. KYC/AML autopilot →

KYC / AML

Know Your Customer / Anti-Money-Laundering: identity verification, sanctions and PEP screening, suspicious-activity monitoring and SAR filing. A compliance officer signs the escalations. KYC/AML autopilot →

BSA (Bank Secrecy Act)

The foundational US AML law: financial institutions must keep records and file reports — SARs, CTRs — that help detect money laundering. KYC/AML autopilot →

SAR (Suspicious Activity Report)

A FinCEN filing a BSA Officer must sign when activity looks like laundering or fraud. The autopilot drafts it from the evidence; a human signs; it's never auto-filed. KYC/AML autopilot →

PEP screening

Checking a customer against lists of Politically Exposed Persons, who carry elevated bribery and corruption risk under AML rules.

FCPA

US Foreign Corrupt Practices Act — prohibits bribery of foreign officials. A sanctions-and-fraud control in procurement and payment-release flows. Procurement autopilot →

FDCPA / Reg F

Fair Debt Collection Practices Act and the CFPB's Regulation F — contact limits (e.g. 7-in-7), required disclosures and prohibited practices in collections. Collections autopilot →

ECOA / Reg B

US fair-lending law: credit decisions must not discriminate on protected characteristics and must produce adverse-action notices. Lending autopilots carry disparate-impact testing as a gate. Mortgage autopilot →

TCPA & STIR/SHAKEN

Consent rules for calls/texts (TCPA) and caller-ID authentication (STIR/SHAKEN) — the constraints on any outbound voice or collections outreach. Collections autopilot →

Lending · insurance · property · trade

Underwriting · title · appraisal · customs

AUS (DU / LPA)

Automated Underwriting Systems — Fannie Mae's Desktop Underwriter and Freddie Mac's Loan Product Advisor — that score a mortgage file to Approve/Refer. A DE underwriter signs clear-to-close. Mortgage autopilot →

ALTA

American Land Title Association standards governing title insurance and the closing/settlement process. A licensed officer signs the title and authorizes the wire. Title & escrow autopilot →

USPAP

Uniform Standards of Professional Appraisal Practice — the independence and methodology rules a state-certified appraiser signs every report against. Appraisal autopilot →

AVM (Automated Valuation Model)

A statistical model estimating property value from comparable sales — assistive input the appraiser reconciles, not a replacement for the signed opinion. Appraisal autopilot →

Bad-faith (insurance)

An insurer's unreasonable denial or delay of a valid claim — the liability that makes a licensed adjuster sign every denial and termination. Workers-comp autopilot →

FMCSA

Federal Motor Carrier Safety Administration — its SAFER data (authority, insurance, safety rating) is what a freight broker vets a carrier against before booking. Freight autopilot →

HS / HTS code

Harmonized System / Harmonized Tariff Schedule codes that classify imported goods for duty — the line items a licensed customs broker signs on the entry. Customs autopilot →

Importer of Record

The party legally responsible for a customs entry's accuracy and duties — the accountability the human signature on a customs autopilot attaches to. Customs autopilot →

Data, privacy & AI

Privacy law · AI governance · agent security

GDPR

EU General Data Protection Regulation: legal basis for processing, data-subject rights, DPIAs, and lawful cross-border transfer. Fines reach €20M or 4% of global turnover. GDPR for agent products →

DPIA

Data Protection Impact Assessment — a GDPR-required analysis before high-risk processing of personal data.

PCI-DSS

Payment Card Industry Data Security Standard — network segmentation, encryption, scoping (SAQ) and scanning for anyone handling card data. PCI-DSS for commerce →

EU AI Act

EU regulation classifying AI systems by risk. High-risk systems owe a conformity assessment, technical documentation and logged human oversight. Up to €35M or 7% of turnover. EU AI Act for AI systems →

OWASP LLM Top 10

The standard list of LLM application risks — prompt injection, sensitive-information disclosure, insecure output handling, excessive agency and more. OWASP LLM for agent products →

Prompt injection

An attack where malicious input overrides an LLM's instructions to make it act against its operator — the top risk in production agent systems (OWASP LLM01). The reason irreversible actions sit behind a human gate.

Human-in-the-loop (HITL)

A design where AI does the volume but a human reviews and signs the decisions that carry liability — accountability built into the execution path, not bolted on after. How the gate works →

Model card

A short document describing an AI model's intended use, performance and limitations — an EU AI Act and AI-governance expectation for high-risk systems.

Autopilot mechanics

How the rails work

Human checkpoint (gate)

A step where a named, qualified human reviews and signs before the flow continues. Every irreversible action — payment, denial, filing — sits behind one.

Accountable owner

The single named human who answers for what an autopilot does — closing the "the AI did it" accountability gap. Every flow declares one.

Idempotency key

A stable per-run identifier threaded into an irreversible write so a retry never double-submits — no duplicate payment, claim or filing.

Blast radius

How much damage an action can do if it's wrong — the basis for tagging a step reversible or not, and for requiring a signature before high-blast actions.

Straight-through processing

The cases an autopilot clears end-to-end with no human touch — high-confidence, low-risk, reversible work. Everything else escalates.

Confidence floor

The threshold below which the autopilot refuses to act autonomously and routes the case to a person. Tunable per function, audited per decision.

Audit trail

Tamper-evident record of every autonomous decision: who decided, what, on what evidence, at what confidence. The artifact a regulator actually asks for.

Compliance pack

A domain's regulations turned into flow steps, reviewers, and gates — attached automatically to the matching autopilot. All packs →

The regulation is a step in the flow.

Name the function.
Get the work done.

$ npx great-cto init
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