SaaS Metrics School

Is something in your SaaS financial profile about to kill your exit? In episode #391, Ben Murray breaks down the deal killers and valuation deducts that buyers look for in an exit process. Due diligence is all about de-risking for the acquirer, and any leap of faith on your data means a lower valuation or no deal at all. If you're a SaaS founder or CFO thinking about an acquisition, knowing these...

Are you benchmarking your SaaS business against a median that doesn't apply to you? In episode #390, Ben Murray breaks down how to benchmark SaaS metrics the right way. Calculating accurate ARR, churn, and CAC payback every month is hard enough, but a number without context won't help you in a fundraise, due diligence, or exit. If you're benchmarking against the aggregate SaaS population, you may...

Only 9% of public software companies trade above 10x revenue — do you know which metrics separate them from the 68% stuck below 5x? In episode #389, Ben Murray breaks down what public comps reveal about how premium SaaS valuations are actually created. You can't value a private SaaS business straight off public multiples, but the correlations between metrics and enterprise value tell you exactly w...

Founders, if a buyer asked for your metrics tomorrow, could your data prove your financial performance or would holes in it kill the deal? In episode #388, Ben Murray breaks down the metrics acquirers use to underwrite your SaaS business — and why so many exits fail before they start. Due diligence is about de-risking the acquisition, and buyers with deep bench strength will pour through your data...

Is your dev team's AI spend buried in the wrong part of your P&L — quietly distorting your gross margin and making your AI ROI impossible to measure? In episode #387, Ben Murray tackles one of the most pressing accounting questions hitting SaaS CFOs and controllers right now: how to properly classify AI development costs across your chart of accounts. With dev teams racking up daily charges fr...

Is your ERP dashboard actually built on data that matters — or is it just a chart of accounts dressed up to look useful? In episode #386, Ben Murray breaks down why traditional ERP dashboards are losing ground to AI-generated, prompt-built SaaS reporting and what that means for CFOs and finance leaders right now. If your team is still relying on static dashboards anchored to your general ledger, y...

What if AI could produce a better board memo than any CFO — and you could trust every data point in it? In episode #385, Ben Murray breaks down how he is using AI to generate complete 5-page financial board reports, and more importantly, why the outputs are reliable. This isn't AI hype — it's a working FP&A process Ben is running today inside his fractional CFO practice. If you're still manual...

Is your board meeting time being wasted on reporting instead of judgment and quality discussion? In episode #384, Ben Murray addresses how AI can transform board meeting prep for SaaS finance leaders. If your board decks are packed with data but the important issues still get buried, and board members show up with wildly different levels of prep, you already know the problem. Every hour spent revi...

Can you actually trust the numbers when AI writes your board report? In episode #383, Ben Murray breaks down how to vibe code finance dashboards that hold up to CFO standards. Every finance leader is being sold the same promise: that AI will do your analysis for you, but the hype skips the part that decides whether the output is usable. If you are putting AI-written numbers in front of your board...

Seeing the millions-per-employee AI headlines and wondering where your SaaS company actually stands? In episode #382, Ben Murray covers the latest ARR per FTE benchmarks from Ray Rike's Benchmarkit data. Social media is full of ARR per employee hype, but almost none of it tells you how the number was defined, whether contractors are counted, or how your company compares once you cut the data the w...

In episode #381, Ben Murray covers the latest 2026 tech CFO compensation benchmarks across base, bonus, equity, and severance. If you set finance comp or negotiate your own, guessing at the market rate is expensive in both directions. Underpay and you risk losing your best finance leader. Overpay and you burn cash you cannot spare. This episode gives you the median numbers and the revenue tier spl...

Is gross revenue retention under attack at your SaaS company? The latest benchmark data says the ground has shifted under everyone. In episode #380, Ben Murray breaks down the latest SaaS gross revenue retention benchmarks from Ray Rike's Benchmarkit report, the same data set Ben uses to benchmark his own client base. GRR is one of the power three metrics, and it is hard to scale without it. Prici...

AI ARR is easy to announce. Proving it is where most SaaS finance teams are about to get exposed. In episode #379, Ben Murray tackles the new bar for AI financial transparency and what it means for your next budget season. The public markets have already moved the goalposts. Launching AI was the 2024 story. Reporting AI ARR was the 2025 story. Now investors and boards want to see AI margins, custo...

Is your SaaS company stuck in the valuation doghouse while a handful of names trade at a massive premium? In episode #378, Ben Murray breaks down Meritech's June 2026 public software comps report and the widening valuation gap across SaaS. The median revenue multiple has fallen 64% from its pre-ZIRP peak, and most public software now trades below 5X. If you are a SaaS founder or CFO, the multiple...

Everyone says seat-based pricing is dead, but do you actually have an outcome you can charge for? In episode #377, Ben Murray breaks down the 12 steps to building an outcome-based pricing plan, drawn from analyzing real, live outcome-based pricing pages and the fine print buried in their terms and conditions. Outcome pricing is complex to design and even harder for customers to understand: when ar...

Is your 2027 software budget ready for the AI spend that's about to blow past every forecast you've built? In episode #376, Ben Murray covers five takeaways for CFOs from the Pricing I/O AI Pricing Report, produced in partnership with Benchmarkit, which surveyed 296 software buyers in Q1 2026. With budget season around the corner and demand for tokens, agentic AI, and tools like ChatGPT and Claude...

Do you actually know which of your AI customers are making you money and which are quietly destroying your gross margin? In episode #375, Ben Murray breaks down the shape of AI usage and why the distribution curve of your customers determines whether your AI subscription product is profitable. This is why Anthropic and GitHub changed their pricing. Heavy users on a flat subscription can quietly tu...

The pricing model that built the SaaS industry is being replaced in real time. Is your finance team ready for what it does to your core metrics? In episode #374, Ben Murray breaks down the four SaaS P&L metrics that break when per-seat pricing dies. Public tech leaders are already shifting fast. ServiceNow now drives 50% of net new business from non-seat-based pricing, Workday is reporting hun...

Is per-seat pricing dying a slow death, and is your SaaS expense structure ready for its replacement? In episode #373, Ben Murray breaks down the shift from per-seat subscriptions to usage and outcome-based pricing, and what it means for your finance org. Bloomberg projects subscription pricing falling from 60% to 30% of SaaS models over the next decade, while outcome-based pricing climbs from 10%...

Are you a legacy SaaS company quietly hoping for a recovery that isn't coming? In episode #372, Ben Murray breaks down two slides from Jason Lemkin's State of SaaS keynote at SaaStr Annual that every SaaS operator and CFO needs to confront. The four categories Lemkin laid out will tell you exactly where your company sits in the AI transition, and whether your ARR growth is real or borrowed time. I...

If you're shipping AI product lines, are you measuring the two metrics that actually tell you whether your AI is making money — or burning it? In episode #371, Ben Murray covers two AI unit economics metrics every SaaS CFO and founder should be tracking today: the Inference Expense Ratio and the Work-to-Inference Ratio. Traditional SaaS metrics aren't enough anymore — and a year from now, when you...

Are AI inference costs already eating into your gross margin — and you can't even see them on your P&L? In episode #370, Ben Murray breaks down exactly what belongs in AI COGS for SaaS companies offering an AI-first or AI-infused product line. Inference bills are stacking up fast, infrastructure-layer spend is the surprise line item nobody priced in, and most finance teams haven't built the GL...

Did your AI bill just jump overnight — even though no one announced a price increase? In episode #369, Ben Murray breaks down the hidden AI price hike that's quietly hitting SaaS P&Ls this month. Anthropic shipped a new tokenizer underneath Claude Opus 4.7 — same menu pricing as 4.6, but real enterprise workloads are showing 12-27% higher effective cost, with some prompts consuming up to 35% m...

Can you actually prove what your AI product is doing for customers — or are you still pointing at token counts and hoping the board nods along? In episode #368, Ben Murray breaks down the four layers of AI measurement that every SaaS company needs to communicate internally and externally. Token usage is table stakes. The real question is whether you can move up the stack from consumption to work p...

Salesforce just invented a new metric on their latest earnings call — not because they needed one, but because Wall Street didn't have the vocabulary to value what they built. In episode #366, Ben Murray breaks down Salesforce's Q4 FY2026 earnings call — not the financials, but the narrative architecture: a new unit of measurement for AI value (the AWU), a framing strategy designed to neutralize t...