Risk, Fraud & ComplianceHow AI Is Changing the Definition of What Counts As Financial Crime
Scott Chandler · Sep 27, 2026
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AI-Powered Investing
How AI Is Transforming Venture Capital Deal Sourcing
A venture capital analyst used to spend weeks manually combing through Crunchbase, LinkedIn, and industry newsletters just to build a shortlist of promising startups worth a first call. Today, that same shortlist can be generated in hours, continuously updated, and ranked by predictive signals the analyst never would have thought to check manually. This shift is quietly reshaping who gets funded and how quickly.
Calculators
Run your own numbers
Adjust the inputs. The ledger and chart update as you go - same maths we use when we talk about growth and payoff.
Denomination
Investment growth projector
See how much of your final balance is you, and how much is compounding.
Long-run equities have often cleared ~7% after inflation - with losing decades in between.
Balance after 25 years
$239,004
You put in
$91,000
Growth earned
+$148,004
Lost to fees
−$9,743
Growth multiple
2.63×
Money you contributedGrowth on top
Debt payoff planner
Find out what one extra payment a month actually buys you.
Goes straight to principal, on top of the scheduled payment.
Scheduled monthly payment
$427 /mo
Paying extra, you finish
1y 8m early
Interest saved
+$2,730
Interest as scheduled
$7,636
Interest with extra
$4,907
Minimum payments onlyWith your extra payment
Show year-by-year breakdown
| Year | Principal paid | Interest paid | Balance left |
|---|---|---|---|
| Year 1 | $4,548 | $2,380 | $13,452 |
| Year 2 | $5,273 | $1,654 | $8,179 |
| Year 3 | $6,115 | $812 | $2,064 |
| Year 4 | $2,064 | $61 | $0 |
Steady rates and payments assumed. Real markets and incomes move - use this as scale, not a forecast.
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Risk, Fraud & ComplianceFraud signals, bank risk, and how compliance teams keep up.Explore →
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Risk, Fraud & ComplianceHow AI Is Changing the Definition of What Counts As Financial Crime
A finance worker joins a video call with the company's CFO and several colleagues, gets instructions to move millions of dollars, and does it. Every person on that call was fake. That scenario, reported in Hong Kong in 2024, involved deepfaked participants and roughly $25 million in transfers – and it captured something bigger than a single heist.
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ArticleHow AI Tools Can Help You Set and Stick to Financial Goals
Most financial goals don't fail on January 1st. They fade out around mid-February, when the savings transfer gets skipped once, then twice, and the spreadsheet you built stops getting updated. The goal was fine. The follow-through was the problem.
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Risk, Fraud & ComplianceWhat Is Fraud-As-A-Service and How Are Banks Fighting It with AI?
A decade ago, running a convincing phishing scam took real technical skill. Today, someone with no coding experience can rent a ready-made kit – fake bank login pages, text message templates, stolen card data, even customer support – for a monthly fee. It works a lot like subscribing to any other software service, except the product is fraud.
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Smart Tax & AccountingWhat Is AI-Powered Budget Variance Analysis and Why Finance Teams Need It?
It's the fifth business day of the month, and the finance team is buried in spreadsheets. Marketing spent 18 percent over budget, travel came in under, and revenue in one region missed forecast by a number nobody can explain yet. By the time someone traces the cause and writes it up for leadership, it's week three, and the next month's surprises are already stacking up.
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Smart Tax & AccountingHow AI Is Making Year-End Tax Prep Less Painful for Individuals
It's late December, and you're digging through a year's worth of bank statements trying to remember whether that $340 charge in March was a work expense or a birthday dinner. Your receipts are split across three email accounts, a shoebox, and a phone full of blurry photos. For most people, this is what "tax prep" really means: not the filing, but the frantic hunt beforehand.
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Risk, Fraud & ComplianceHow AI Is Making Anti-Money Laundering Systems More Precise
If you've ever had a legitimate large purchase flagged and temporarily frozen by your bank, you've experienced the downside of old-school anti-money laundering technology firsthand. For decades, banks caught suspicious activity using rigid, rule-based systems – if a transaction crossed a certain dollar amount or matched a simple pattern, it got flagged, regardless of context. That approach caught real criminals, but it also buried compliance teams in false alarms and inconvenienced ordinary customers doing nothing wrong. AI is now changing that balance in ways that matter well beyond the banking industry's back office.
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More recent pieces worth opening next.
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AI Tools for Everyday FinanceHow AI Is Helping People Prepare for Financial Emergencies
AI Tools for Everyday FinanceWhat Is AI-Powered Student Loan Optimization and How Does It Work?
Smart Tax & AccountingWhat Is an AI-Powered Finance Copilot and How Is It Different From a Chatbot?
Smart Tax & AccountingHow AI Is Helping Businesses Comply with Global Tax Reporting Standards- AI-Powered InvestingHow AI Is Transforming Venture Capital Deal Sourcing
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Risk, Fraud & ComplianceHow AI Is Changing the Definition of What Counts As Financial Crime
Read article →ArticleHow AI Tools Can Help You Set and Stick to Financial Goals
Read article →Risk, Fraud & ComplianceWhat Is Fraud-As-A-Service and How Are Banks Fighting It with AI?
Read article →Smart Tax & AccountingWhat Is AI-Powered Budget Variance Analysis and Why Finance Teams Need It?
Read article →Smart Tax & AccountingHow AI Is Making Year-End Tax Prep Less Painful for Individuals
Read article →Risk, Fraud & ComplianceHow AI Is Making Anti-Money Laundering Systems More Precise
Read article →Risk, Fraud & ComplianceWhat Is Operational Risk in Banks and How Does AI Help Measure It?
Read article →AI Tools for Everyday FinanceHow AI Is Helping People Prepare for Financial Emergencies
Read article →AI Tools for Everyday FinanceWhat Is AI-Powered Student Loan Optimization and How Does It Work?
Read article →Smart Tax & AccountingWhat Is an AI-Powered Finance Copilot and How Is It Different From a Chatbot?
Read article →Smart Tax & AccountingHow AI Is Helping Businesses Comply with Global Tax Reporting Standards
Read article →AI-Powered InvestingHow AI Is Transforming Venture Capital Deal Sourcing
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No. Both tools run in your browser. Close the tab and the numbers are gone.
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Yes. The investment growth projector and debt payoff planner are free, with no account required.
Can I switch currencies in the tools?
Yes. Use USD, GBP, EUR, or PKR from the currency switcher above the calculators. The charts update right away.
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Open Articles for the full library, or pick a category to see posts in that topic. Each card links to the full piece.
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