Insurance
History
MATCH
+10
AI
Underwriting
Reasoning
Logic
Reinsurance
English
Training
Make
Flexible
Risk Selection
Models bind a risk no underwriter would touch: a premium that ignores the loss history, exclusions that don't match the exposure, a claim decision that misreads the policy language.
Analysis
AI
Economics
+8
Investing
English
Training
Make
Flexible
Market Analysis
Unit Economics
Venture Capital
Models love a founder's story and can't tell a real market from a rounded-up one: a TAM built by multiplying optimism, traction metrics that don't cohort, a moat that's really just a feature.
Make
AI
Modeling
+6
Analysis
Probability
Statistics
English
Training
Flexible
Models reach for an actuarial answer and fumble the long-tail math: a reserve that ignores development, mortality assumptions applied to the wrong cohort, discounting that quietly breaks the present value.
Waves
AI
Patents
+10
Strategic Thinking
Analysis
Trademark
Reasoning
Litigation
English
Training
Make
Flexible
IP Litigation
Ask a model to assess patentability and it reasons smoothly, then treats an abstract idea as eligible subject matter, waves past the closest prior art, and construes a claim in a way no examiner would accept.
Research
Make
AI
+7
Valuation
Modeling
Analysis
English
Training
Flexible
Equity Research
Models write an equity note that sounds like the sell side and falls apart under a covering analyst's read: an estimate that ignores guidance, a target price with no bridge from the model, a thesis that forgets the last three quarters actually happened.
Reporting
AI
Accounting
+10
Reasoning
GAAP
English
Training
Make
Flexible
Financial Reporting
Technical Accounting
SEC Reporting
US GAAP
Hand a model a revenue arrangement and it writes a confident memo, then misapplies the ASC 606 steps, parks a lease in the wrong place under ASC 842, drops a required disclosure, and presents a non-GAAP measure the SEC would flag.
Contracts
AI
Reasoning
+8
Operations
Management
English
Training
Make
Flexible
Legal Operations
Contract Drafting
Give a model a contract to redline and it produces clean-looking edits that quietly leave an obligation with no trigger, a defined term used two different ways, and a cross-reference pointing at the wrong section. The one-sided indemnity survives untouched.
AI
Financial Planning
Tax
+10
Logic
Personal Finance
Management
Planning
English
Training
Make
Flexible
Wealth Management
Financial Advising
Models give financial advice that sounds reassuring and quietly ignores the client: a tax-blind withdrawal plan, an allocation that forgets the time horizon, an estate suggestion that would fall apart in probate.
Documentation
MS-DRG
Compliance
+12
AI
Management
HIPAA
Reasoning
English
Training
Make
Flexible
Clinical Documentation
Health Information Management
Information Management
HIPAA Compliance
Models produce documentation that reads well and fails on integrity: a note that does not support the code billed, a missed query opportunity, a present-on-admission indicator that shifts an MS-DRG, a casual handling of protected health information.
Underwriting
Analysis
AI
+8
Reasoning
English
Training
Make
Flexible
Credit Analysis
Risk Management
Financial Statements
Models approve a borrower that any underwriter would flag: cash-flow coverage computed off the wrong line, covenants that don't bite, a rating that ignores where we are in the cycle. Someone has to find the default risk hiding in a clean-looking spread, and that someone is you.
Mechanics
AI
Contracts
+9
Authorization
Reasoning
Operations
English
Training
Make
Flexible
Utilization Review
Prior Authorization
Models explain managed care in tidy theory and miss the mechanics that decide coverage: a benefit rule that overrides the general one, a prior-auth requirement waived in the contract, a utilization review that should have flagged the case.
Formatting
Logic
AI
+12
Planning
Forecasting
Management
Reporting
Analysis
Finance
Budgeting & Forecasting
Modeling
Reasoning
English
Training
Make
Ask a model to build a forecast and it returns a clean-looking model whose drivers do not connect, whose assumptions defy the business, and whose variance bridge does not tie to actuals. The formatting is immaculate; the logic leaks.
AI
Reasoning
Diagnosis
+10
Interpretation
Management
Contraindications
Training
English
Make
Flexible
Clinical Reasoning
Differential Diagnosis
Risk Stratification
Models recite cardiology confidently and still miss what matters: an outdated guideline threshold, a misread rhythm strip, an anticoagulation choice that ignores a clear contraindication.
Compliance
Reporting
AI
+10
Analysis
Interpretation
Reasoning
English
Training
Make
Flexible
Regulatory Analysis
Policy Interpretation
Regulatory Affairs
Ask a model about a regulatory obligation and it answers with confidence, then cites a rule that was superseded two years ago, blurs the line between binding regulation and informal guidance, and applies a European regime to a US filing. Reporting thresholds come out wrong.
LBO
IRR
Make
+10
Management
Modeling
Mechanics
English
Training
AI
Flexible
Private Equity
Due Diligence
LBO Modeling
Models build an LBO that returns a tidy IRR and skip the parts that make or break a deal: a debt schedule that ignores the covenants, an entry multiple with no exit story, diligence that takes management's projections at face value.
Audit
AI
Assurance
+11
Accounting
CPA
Procedures
Reasoning
Tax
GAAP
English
Training
Make
Flexible
Public Accounting
A model will design an audit approach that reads well and would never survive review: a sample that tests the wrong assertion, a control it calls effective without evidence, a materiality call set where it is convenient.
Triage
Teaching
AI
+11
Reasoning
Nursing
Education
English
Training
Make
Flexible
Patient Education
Clinical Reasoning
Nurse Practitioner
Medication Safety
Models sound reassuring and still get bedside care wrong: a dosing detail that no nurse would administer, a triage order that buries the sickest patient, discharge teaching that misses the one thing that keeps someone safe at home.
Tax
Logic
AI
+10
Governance
Reasoning
English
Training
Make
Flexible
Corporate Governance
Deal Structuring
Risk Allocation
Capital Markets
Hand a model a merger agreement and it summarizes it fluently, then misses that the indemnification cap swallows the escrow, that a closing condition has no matching covenant, and that the chosen deal structure triggers a tax result no client would accept.
Analysis
Valuation
Mechanics
+10
AI
DCF
Economics
English
Training
Make
Flexible
Precedent Transactions
Investment Banking
Professional Experience
Models write a pitch deck's worth of confident deal analysis and miss what a deal team lives on: a comps set stuffed with the wrong peers, an accretion/dilution model that ignores the financing, a synergy number pulled from thin air.
Mechanics
AI
Operations
+8
Authorization
Reasoning
English
Training
Make
Flexible
Prior Authorization
Revenue Cycle Operations
Models describe the revenue cycle in clean theory and miss the mechanics that decide whether a claim pays: the real reason behind a CARC or RARC denial code, a payer rule that overrides the general one, an eligibility check that should have happened before the visit.
Audit
Management
AI
+12
Procedures
Assurance
Planning
Testing
Reasoning
SOX
Compliance
English
Training
Make
Flexible
Internal Controls
Ask a model to plan an audit and it produces a tidy program, then sets materiality by feel, accepts a management assertion as if it were evidence, and designs a sample that would never support the conclusion it draws. Professional skepticism is exactly what it lacks.
Litigation
AI
Strategic Thinking
+12
Reasoning
Precision
Paralegal
Research
Writing
English
Training
Make
Flexible
Motion Practice
Litigation Strategy
Legal Research
Ask a model to brief a motion and it hands back something that reads like a real filing, then cites three cases that do not exist and misstates the standard of review on a fourth. The procedural posture drifts, the deadline math is off, and the local rules are ignored.
ICD-10-CM
CPT
Audit
+12
AI
Documentation
Accuracy
Reasoning
English
Training
Make
Flexible
Clinical Documentation
Clinical Documentation Review
Documentation Review
Medical Billing
Models assign codes that look right and bill wrong: an ICD-10-CM code one notch short on specificity, a CPT modifier that changes the whole claim, an NCCI edit ignored, an E&M level the note never supported.
Models can scaffold a whole app in one shot: front end, API, and database, all of it looking right. Then the state goes stale, the endpoint leaks data, and the migration bricks production.