Insights & Resources
Thinking on modern finance
Strategy, systems, and operations for companies in the messy middle of scale. Short, sharp notes from the seat — published most days.
You're Your Customer's Cheapest Lender. You Just Got Cheaper.
The Fed hiked on September 16, the first increase since 2023. The quarter point on your revolver is a rounding error. What it does to your DSO isn't.
The Tariff Surcharge Line on Your Invoice Is Now Evidence
Refunds are moving through CBP inside 90 days. If you billed the duty as a separate line, you created a per-customer record of exactly how much you may have to give back.
The Model in Your Close Came With a Release Note
Your accounting vendors turned on AI without a contract change, and the SOC 1 you rely on was scoped before the model existed.
You Registered for a Rule That No Longer Exists
Kentucky dropped its 200-transaction nexus threshold on August 1, making it the sixteenth state to do so. The registrations that rule created are still filing returns every month.
Your Books Went Offshore in Paragraph Four
Roughly a third of small and mid-size US accounting firms now send work overseas, and the consent you signed in February is the only notice you'll get.
You Didn't Expand Internationally, You Hired One Person
A survey of 400 CFOs found 96% believe their company is prepared to hire abroad and only 22% plan to. Both numbers make sense once you've priced a reclassified contractor.
Your 401(k) Quietly Locked Out Your Highest Earners
A SECURE 2.0 rule that took effect January 1 forces catch-up contributions to Roth for anyone who made over $150,000 last year. If your plan has no Roth feature, those people can't make catch-up contributions at all.
Accepting the Smaller Line Cost You the Explanation
Fifty-eight percent of small business applicants were denied or funded short last year. Signing for the smaller amount is the act that waives your right to know why.
Three Points of Your Renewal Aren't Medical Trend
Small group carriers filed a median 14% increase for 2027 against 10.8% medical trend. The gap is what it costs to be one of the groups that stayed.
Your 2027 Software Budget Has No Tax Line
California and Colorado start taxing SaaS on January 1. Every software contract you've already signed reprices that night, and there's nobody to negotiate with.
You Can Only Stretch Your Vendors Once
Deloitte's latest working capital study found cash conversion improved across 2,300 companies while collections got worse. The gain came from paying suppliers slower, and that trick has a one-time payout.
The Overtime Number on Your W-2s Doesn't Exist Yet
Box 12 code TT is mandatory on 2026 W-2s, and it wants the FLSA premium portion of overtime. Most payroll systems have spent seven months storing a different number.
Your SBA Cap Doubled. Your Books Didn't.
The SBA decoupled 7(a) from 504 on July 4, so a borrower can now carry $10M across both. The harder change is that lenders now underwrite to a 1.10x coverage ratio they build from your statements.
Your Bad Debt Reserve Now Depends on How Slow You Close
A new FASB election lets private companies count cash collected after year-end when sizing the allowance. The slower your close, the more collections you get to count.
Your Spreadsheet Workaround Is About to Become a Skill
Excel can now learn your recurring close work and repeat it on demand. Most close files are half process and half patch, and a trained skill can't tell which is which.
You Didn't Deleverage. You Grew Into It.
KBRA's Q2 2026 middle market data shows the largest quarterly drop in EBITDA growth on record while leverage held flat. If growth is what clears your covenant, growth is your covenant.
Your Controller Isn't Leaving Over Money
A July survey of 350 finance leaders found career advancement is the top reason finance staff quit, by nearly two to one over pay. Most employers are answering with a raise.
Your Finance Lead Doesn't Want More Help. They Want a Target.
New research on 258 CFOs found their top ask wasn't headcount or support. It was a clear performance expectation, by a three-to-one margin.
Your Benefits Load Factor Lies About Your Cheapest Seats
Small group carriers are filing double-digit increases for 2027 for the second year running. If you budget headcount as base salary times one number, that number is wrong in a specific direction.
Your Digital Employee Reports to No One
Vendors now sell finance AI as headcount you can hire. But a digital employee lands in your software budget, not your org chart, and that quietly deletes the accountability the human role carried.
Two Wrong Numbers Still Reconcile
Reconciliation agents match one system to another and clear the item. Matching isn't substantiating, and a balance that ties to itself can be wrong all the way down.
Your Negotiation Agent Optimizes the Wrong Number
Autonomous procurement agents are scored on price. So they'll trade away your payment terms to win one, and hand you a working capital bill nobody approved.
You Priced on Outcomes. You Can't Book the Revenue Yet.
Per-outcome pricing closes deals faster because the buyer only pays when the agent works. Under ASC 606 that same structure is variable consideration, and it pushes recognition out past the quarter you thought you earned it in.
Your Collections Agent Can't Tell a Slow Payer From a Strategic One
An autonomous AR agent optimizes days-outstanding, but some of your DSO is a decision you made on purpose. The agent reads it as delinquency and dunning-emails your best account.
Your Cash Advance Repays Itself Before the Money Lands
Platform capital repays out of daily card settlements before a dollar reaches your bank, so books built off deposits understate revenue and never record the cost.
Canceling the Agent Won't Give You the Old Process Back
Gartner expects more than 40% of agentic AI projects to be scrapped by 2027. The trap isn't the wasted pilot spend. It's that you dismantled the human process the agent replaced, and it doesn't switch back on.
You Can't Re-Run an AI Control to Prove It Worked
An auditor tests a human control by re-performing it. Re-run an AI control today and you get today's model reading today's data. The evidence has to be caught while it runs, or it's gone.
Stop Trying to Hire an AI-Native Accountant
CFOs say building AI talent is their hardest near-term problem, and the fix everyone reaches for is a job posting. At a $10M company, that hire is scarce, expensive, and the wrong lever.
Capitalizing Software Just Got Easier. Your AI Costs Didn't.
A new FASB rule lets you park more engineering spend on the balance sheet, which flatters EBITDA without changing cash. But the AI half of your build is carved out, so an AI-first team reports worse numbers doing identical work.
Your Success Rate Is a Margin Line Now
Outcome-based pricing bills the wins and eats the losses. Every failed attempt still burns compute, so your gross margin now tracks a resolution rate that lives in a product dashboard, not your ledger.
Your Lender Now Wants to Call Your Customers
A $2.3B fraud you had nothing to do with just rewrote the terms of your next credit renewal.
The Board Wants AI. Your Books Aren't Ready.
Nine in ten CFOs are under board pressure to adopt AI in finance. Most know their own data can't hold it yet. The gap between those two facts lands on whoever runs finance.
The AI Forecast Won't Flag Your Bad Data
Most treasury teams that tried AI forecasting blamed their own data, not the tool. The trap is that a model turns a messy ledger into a confident wrong number instead of an obvious hole.
Your Compute Bill Comes Due Before the Invoice Clears
AI products charge you for compute the moment a customer uses them, while that customer still pays on Net 60. Growth drains cash first and refills it later, and your gross margin never shows the gap.
Your AI Saved 400 Hours and Zero Dollars
Finance teams report the hours their AI agents free up, then watch the savings never reach the P&L. Freed capacity refills unless someone makes a decision, and most people never do.
You Gave Three Agents One Login
As finance teams add agents one at a time, they tend to share a single service account. When one moves money it shouldn't, the log names the login, not the agent.
You Put a Human in Every Loop and Reviewed Nothing
Keeping a human approval step on every AI action feels safe. When the loop moves faster than the person can think, the checkpoint clears everything and catches nothing.
Your Cash Forecast Got Precise. So You Locked Up the Buffer.
AI treasury tools now claim 92% forecast accuracy, and CFOs are using that precision to sweep idle cash into yield. The other 8% still lands on the day the cash is locked up.
Your AP Agent Takes Orders From the Invoice
An invoice used to be a document your team read. Now it's input your agent obeys, and a line of hidden text can reroute a payment before anyone sees it.
You Connected Your Books to a Chatbot. Nothing Logged What Left.
Finance platforms now let a general AI assistant query your ledger over MCP. The data leaves through a channel your DLP and audit stack were never built to watch.
The Rate Cut in Your 2026 Budget Isn't Coming
Most growing companies planned this year assuming borrowing would get cheaper. The Fed just held and signaled the next move could be up. If a cut is baked into your model, it's already wrong.
Your Cash Agent Only Knows What's in the Ledger
Autonomous treasury agents optimize the cash they can see. Your real obligations aren't all booked yet, and the gap is where a company with money still gets caught short.
Revenue-Based Financing Costs You More the Better You Do
The percentage-of-revenue remittance that makes revenue-based financing feel founder-friendly is the same mechanism that quietly raises your effective rate when sales grow.
Your AP Agent Decides What You Never See
A 78% touchless rate sounds like efficiency. It also means a human only ever reviews the invoices the agent flagged, and the routine ones are where money quietly leaks.
Your AI Spend Has No Cost Center
AI spend is a per-call transaction with no resource to tag, so it lands in one ledger line as overhead and your product margins are built on a guess.
Your Best Customer Is About to Buy Fewer Seats
Per-seat pricing assumes one human equals one unit of value. AI agents break that assumption, and the contraction hides inside your healthiest accounts.
The 90% Discount Your AI Product Isn't Taking
Two companies can ship the same AI feature and run it at ten times the cost. The difference is a prompt decision finance never sees, and it lands straight on gross margin.
Nobody Approved the Spend. It Came Four Cents at a Time.
Approval thresholds were built to catch the big invoice. Agent-driven spend fragments into thousands of sub-dollar charges that never cross the line.
Your Platform Credit Line Shrinks the Week You Need It
Embedded working capital grows when your business is strong and contracts when it weakens. That's backwards from how a credit line should behave, and most founders don't notice until the offer is gone.
Your 13-Week Forecast Hides the Day You Go Negative
AI made the 13-week cash forecast more accurate than ever. But weekly buckets net your inflows against your outflows, and the day payroll clears before the receivable lands is the day that bounces a payment.
Your Customer's Early-Pay Offer Is a Loan You Underwrite
Enterprise buyers are pushing supplier early-payment programs down to their mid-market vendors. The 1.8% fee feels like a favor. Price it and it's a 13% loan you signed up to pay on every invoice.
The Junior Seat You Just Automated Was the Training Program
CFOs are cutting entry-level finance roles and building 'middle-heavy' teams. The math works for one fiscal year and quietly defunds the bench that produces your next controller.
Your Finance Agent Shipped With a Policy You Didn't Write
Every agentic finance tool has a number baked in: the amount it approves without asking. If you didn't set it, the vendor did, and that default is now your spending control.
The AI Vetting Your Renewals Runs on Copy-Paste
Your team uses AI every day to weigh vendors and contracts. It's running on whatever they pasted in, blind to the spend data that would actually inform the call.
Your Heaviest User Is Your Thinnest Margin
In classic SaaS your most-engaged customer was your best one. AI products flip that, because cost to serve now scales with usage and flat pricing hides which accounts are underwater.
Your AI Forecast Says 90%. Nobody Checked If It Means It.
AI forecasting tools now ship a confidence number next to every projection. The point estimate got better. The confidence number is usually decoration, and it's the part your board trusts most.
You Sold the Credits. The Revenue Is Still a Liability.
Prepaid usage credits flatter your cash. On a consumption model you don't earn the money until the customer burns the credit, and the gap between the two is a signal most founders never read.
Your Audit Log Knows What the Agent Did. Not Why.
Most agent audit trails record the action and the timestamp. Regulators just drew the line at a higher bar: you have to be able to reconstruct why the agent acted, and most vendor logs can't.
You Pay Per Outcome. Your Vendor Counts the Outcomes.
Outcome-based pricing sounds fair: pay only when the software delivers. But the vendor writes the definition of 'delivered' and owns the only meter, so your AP process has nothing to reconcile against.
Your NRR Has Two Engines. One of Them Just Stalled.
Net revenue retention has carried per-seat SaaS forecasts for a decade. The expansion half of that number runs on seat growth, and AI agents are quietly consolidating the seats your model assumes are sticky.
The Loan Inside Your Software Doesn't Come With an APR
Vertical SaaS platforms now offer working capital one click inside the tools your team already uses. The money is real. The price is hidden, and the decision happens where finance never sees it.
Predicting Your Cash Crunch Was Never the Hard Part
Working capital is the top thing finance leaders want to point AI at. But the cash conversion cycle gets negotiated and executed, not forecast. The agent that flags a shortfall doesn't fix it.
Your Agent Needs One Definition of Revenue. You Have Three.
Finance teams are racing to put AI agents into production. The ones that stall don't fail on the model. They fail because nobody agreed what the numbers mean.
The Stablecoin Your Customer Pays You With Isn't Always a Dollar
Overseas customers paying in USDC often source it at a premium over the official rate. When that premium widens, your collections wobble and it reads like churn.
The Approval Click Was Your Policy
Finance AI vendors are selling governed autonomy: stop approving every transaction, set the rules upfront, let the agent run inside them. Most growing companies discover they never had rules. They had a person.
Your Close Got Faster. Your Controls Didn't.
Continuous close compresses the month-end batch into a daily flow. The monthly review that used to catch errors was a control, and it just disappeared.
An Agent Checked Out. Your Refund Flow Wasn't Ready.
Agentic checkout went live across ChatGPT, Visa, and Mastercard rails this spring. The payment tokens are single-use and merchant-bound, which quietly breaks how growing companies handle exchanges, refunds, and disputes.
Your Customer's AP Just Hired an Agent
Enterprise and mid-market AP teams started routing invoices through agentic AI in Q1. Suppliers whose data doesn't tie to the customer's master vendor file are getting silently deprioritized.
Your CPA Firm Just Sold to Private Equity
Eighty percent of US accounting firms plan to raise prices in 2026, and PE platforms keep acquiring the firms above them. Your engagement letter is where both arrive.
Software Bills Just Became Utility Bills
AI-driven usage pricing turned SaaS contracts into metered invoices. Finance teams accruing as if it's fixed cost are getting surprised at month-end.
When the Board Asks Why the Forecast Moved
The new FP&A tools generate your forecast on their own, but not the explanation the board asks for first.
Your AI Finance Pilot Has No Owner After Launch
Eighty-nine percent of AI agent pilots never graduate to production. The reason isn't the model. It's that nobody budgeted for the person who runs the agent after the project ends.
States Just Caught Up With Your 2021 Remote Hires
Five years after the remote-hire wave, states are matching W-2 data against corporate registrations. Companies that didn't register where they hired are getting back-tax letters with multi-year lookbacks.
Vendor Surcharges Just Repriced Your Card Float
Growing companies built card-pay vendor strategies on float and rewards. With surcharging now standard at 22 to 35% of small business vendors in 2026, the math on those programs needs a rebuild.
Your D&O Renewal Now Reads Like a Lender Review
Private-company D&O capacity is abundant in 2026 but underwriters are running renewals like lender reviews. The discriminator on rate is documentation, not loss history.
Your AP Controls Were Built For Reversible Payments
FedNow and RTP transactions settle final at the receiving bank. The AP approval workflow most growing companies use was designed around an ACH reversal window that doesn't exist on these rails.
Your Controller Backfill Plan Is Six Months Behind
Controllers are the hardest finance role to recruit for in 2026, three years running. The CPA pipeline numbers explain why. The replacement line in your operating plan needs a rewrite.
Your AI Bookkeeper Has Admin Access You Can't Audit
Most AI bookkeeping tools run under full QBO admin and don't ship an exportable audit log. The first reviewer who asks how an entry got posted will surface the gap.
Your Customer Just Asked to Pay an Invoice in USDC
Post-GENIUS Act, stablecoin payment rails are built into Stripe, Mercury, and most major banks. Your customers are starting to ask. Saying yes without controls creates a reconciliation problem you don't see until Q3.
Your SaaS Renewal Has an AI Tax Built In
Vendors are retiring legacy SKUs at renewal and migrating customers onto AI-inclusive tiers running 20-37% higher. Most growing companies accept the increase as a price update.
Your Cyber Insurance Carrier Wants Receipts Now
S&P forecasts another 15-20% cyber premium increase in 2026. Carriers want documented controls. Companies that send screenshots renew at the lower end. Companies that send 'yes' on the form get repriced.
Your Section 174 Refund Window Closes July 6
OBBBA's fix to Section 174 lets eligible small businesses amend 2022-2024 returns for cash refunds. The deadline is the earlier of July 6, 2026 or the standard statute. Most companies haven't filed.
Your NRR Hides What Your GRR Reveals
The median growing SaaS company posts NRR over 100% and quietly loses nine of every hundred customer dollars each year. As expansion compresses, that gap stops hiding.
Your AP Controls Were Built for Human-Speed Fraud
Attackers are using AI to alter banking details on invoice PDFs in transit. The controls most growing companies have were designed for a slower threat.
Most of Your Vendor Spend Belongs on a Card
Virtual card rebates give 1 to 2% back on AP that already moves through your books. At $300K a month, that's roughly $40K a year.
The Private Credit Squeeze Is Already in Your Bank's Risk Memo
Q1 2026 brought $20.8B in redemption requests at private credit funds. Even if you don't borrow from one, your next renewal has a different tone.
Your Hiring Plan Doesn't Match Your Cash Plan
Comp variance compounds fast. When the hiring plan lives in one file and the cash plan lives in another, you find out at year-end.
The AI Tools Your Team Bought Without Telling You
Per-employee software spend crossed $10,000 this year, mostly from AI tools layered on top of existing tools, charged on cards finance never reviews.
Your AR Aging Report Is Already Too Late
By the time a customer appears on your 30-day aging, you've already lost 30 days of collection runway. New tooling moves the signal upstream.
Your Credit Covenants Were Written When Margins Were Different
Input costs and tariffs have been compressing EBITDA for two quarters. Quarterly covenant tests haven't caught up yet. Q2 will.
Your Payment Terms Are a Financing Decision
Every Net-60 deal transfers cash from your balance sheet to your customer's. Most growing companies don't price that transfer, and at scale the cost adds up fast.
Your Forecast Has No Triggers
Most growing companies update their forecast quarterly. Almost none define when the forecast should change an operating decision.
When Your EBITDA Lies to Your Banker
For working-capital-intensive businesses, EBITDA compresses as you grow. In a tighter credit market, lenders stop adjusting for that.
When Your Best Customer Hurts Your Credit
Revenue concentration above 20% in a single customer stops a bank line cold. Most founders find this out mid-conversation.
The Tariff Pre-Buy Has a Break-Even
Pulling inventory forward to beat tariffs looked smart on a napkin. The full accounting is more complicated.
Banks Lend to Companies That Don't Need the Money
Most founders approach a bank at exactly the wrong moment. Building a banking relationship is a two-year project, not a two-week one.
Your Budget Assumed Stable Input Costs
When tariffs hit mid-year, most companies find out their cost model is broken three months too late.
Your Cash Balance Is Earning What Your Bank Decides
Most growing companies have $500K–$2M sitting in an operating account at near-zero yield. The fix is a two-hour setup, and the math is not trivial.
Your Gross Margin Is Probably Overstated
Most growing companies have 5-10 gross margin points sitting in the wrong expense bucket. It's not an accounting error. It's a classification habit that no one has revisited since the company was smaller.
Rule of 40 Is the Wrong Benchmark
Most founders are still optimizing for a metric that doesn't predict valuation. There's a better one.
Most Companies Build a Budget. Almost None of Them Use It.
A budget is a guess. A variance process is what turns that guess into a management tool. Most growing companies have one and skip the other.
Supplier Terms Are Free Working Capital
Most growing companies treat accounts payable as administrative. The ones that don't are funding growth without taking on debt.
Your Cash Forecast Is Built on Due Dates
New data shows AI can cut cash flow uncertainty from 68% to 17%. Most companies that don't see those results aren't missing a tool. They're missing the right inputs.
Capital Efficiency Isn't Austerity
Three years of 'do more with less' has left founders conflating cost-cutting with efficiency. New data from actual company books says the two aren't the same.
The Evidence You Can't Build in Eight Weeks
Only 20% of 2022 seed-stage companies have reached Series A. Institutional investors now require metrics that take 12-18 months to build. Most founders start assembling them two months before a raise.
Your Monthly Close Is Already Six Weeks Late
Most growing companies finish their monthly close by day 10-15. By the time leadership reviews the numbers, they're making decisions on data that's 45 days old. That gap has a cost.
The Finance AI Dividend Is in Your AP Queue
Founders shopping for AI forecasting tools often have a more immediate problem: their AP process is consuming 30-40% of their finance team's capacity on exceptions, duplicates, and manual reconciliation.
Burn Multiple Is an Operating Metric
Investors are using burn multiple as a threshold before they'll take a Series A meeting. Most growing companies don't track it until they're already eight weeks out from raising.
When Your Revenue Number Is Wrong
A lot of growing companies are booking revenue incorrectly. It doesn't matter until it suddenly does.
The Cash Visibility Gap
New data puts a number on what operators already feel: companies that know their cash position accurately make better decisions than those that don't. The gap is bigger than you'd expect.
The Offer in Your Dashboard
Shopify, Square, and a dozen other platforms will lend you money in three clicks. That convenience is engineered, and it costs something.
Your Finance Team Is the Integration Layer
When finance systems don't talk to each other, a person fills the gap. That's why finance headcount scales faster than it should.
What Mastercard's 'Virtual CFO' Gets Right
Mastercard just launched an AI CFO product for small businesses. Here's what it actually does, where it stops short, and how to use both well.
Cash Flow Monitoring Is Becoming a Bank Feature. Now What?
Mastercard just announced a virtual CFO product for small businesses. What it chose to build first reveals a lot about where finance value is heading.
The Finance AI Problem Isn't Access. It's Implementation.
Every growing company can now buy AI-assisted cash flow forecasting and anomaly detection. Most don't get value from it. The bottleneck was never the technology.
Your Annual Budget Is Already Wrong
Q1 is almost over. If your January budget still matches reality, you either got lucky or you didn't plan precisely enough to notice.
Your AI Tools Are Already Making Decisions. Do You Know Which Ones?
Most growing companies adopt AI tools faster than they build controls around them. Here's the governance framework we use before anything touches a client's financial data.
Why Growing Companies Overpay for Bad Financial Data
Bad financial data doesn't just slow you down — it actively costs you money in ways most founders never quantify.
Cash Flow Isn't a Report — It's an Operating Discipline
Most companies treat cash flow as a backward-looking statement. The best operators treat it as a forward-looking management tool.
When Is the Right Time to Hire a Fractional CFO?
Most companies wait too long. Here's how to know when you've outgrown basic bookkeeping and need strategic finance leadership.
How AI Is Changing Finance Operations (And What to Do About It)
AI isn't replacing finance teams — it's making them dramatically more efficient. Here's what modern finance workflows actually look like.
The Finance Operations Playbook for Companies Scaling Past $5M
Your finance processes that worked at $1M won't survive at $5M. Here's the operational playbook for the messy middle of scale.
AI Won't Replace Your CFO — But It Will Redefine the Role
AI is transforming what finance teams can do. But the companies betting on AI to replace judgment are making a costly mistake.
What a Modern Finance Stack Actually Looks Like in 2026
Not a vendor listicle. A strategic architecture for the tools and integrations that power best-in-class finance at $3M-$20M companies.
The Case for an Outsourced Finance Team
Building an in-house finance team too early is one of the most expensive mistakes growing companies make. There's a better model.
The Fractional Model: Why the Best Finance Talent Doesn't Want Your Full-Time Job
The top finance operators are choosing fractional work — and that's great news for growing companies that can't compete for full-time hires.