Zero Thinking Budget Cuts AI Costs for CFO Insights
Hey Vibe Coders, did you know that there is a "thinking budget"? At least with Gemini. As I try to build really good AI CFO commentary (which is hard) with Software Metrics AI, Replit told me that the Gemini 2.5 thinking budget was set to 0. Per Gemini: Disabling Thought: Setting the budget to 0 turns off the thinking process. This reduces costs and latency for simple tasks. I've learned a lot about AI through building apps, and just learned this one last night. My process so far building this app: 1) Define the data structure 2) Define the formulas (AI doesn't need to calculate CAC Payback, for example) 3) Define the metrics 4) Overlay AI on the pre-computed data sources for accurate AI insights This is the commentary it produced for a quick Board summary. It covers: - P&L summary - Bookings - ARR movement - Team and headcount - What's working - What's not working - Key risks - Where to focus It's getting there. #SaaS

Climate Action Doesn’t Need More Strategy—It Needs Implementation #saas #podcast #shorts
In a brief podcast clip, a former McKinsey consultant argues that the climate‑change fight is stalled not by lack of ideas but by failure to put them into practice. He recounts moving from academic research and strategy work to confronting...
Track AI Inference Spend with Structured Guides
Internal inference spend continues to climb. You can't just throw it in the "internal use software" GL account and call it a day. Yesterday, I released my post on tracking customer-facing and internal use inference spend. This goes beyond inference....

How We Cut GovTech Sales Cycles From 2 Years to 4 Months #saas #podcast #shorts #arkclimate
The video explains how a German GovTech firm slashed its sales cycle from the typical one‑to‑two‑year span to just three‑to‑four months. By targeting low‑threshold, non‑tendered solutions that avoid the lengthy public‑tender process, the company secures an initial foothold with municipalities. Two...

Ark Climate on Funding, Metrics, and Scaling Government SaaS | The SaaS CFO | Ark Climate
Ruth Boza, founder‑CEO of Ark Climate, explains how her startup is building a SaaS platform that helps German municipalities track, plan and report climate‑action initiatives. The conversation covers the company’s product suite—a core data‑driven climate‑management tool plus a drag‑and‑drop public...

Is LTV Flawed with Multi-Year Contracts? | SaaS Metrics School | SaaS LTV
In a recent SaaS Metrics School episode, Ben Murray tackles whether the standard LTV calculation misrepresents value when a SaaS firm relies heavily on multi‑year contracts. He explains the conventional LTV formula—subscription ARR multiplied by subscription‑margin, divided by one minus...

Aggregate Metrics Are Dangerous to Your SaaS Health | SaaS Metrics School | Aggregate Metrics
In today’s SaaS Metrics School episode, Ben Murray explains why aggregating data can be dangerous for a SaaS company’s health and why operators must segment metrics by revenue streams and go‑to‑market motions. He frames the discussion around two core dimensions—revenue...
CFOs Unlock Expansion via Clean Data and AI
I really suck at software demos, but hopefully that didn't diminish my new Revenue Intelligence feature I demo'd today. I may be able to methodically explain a P&L, but I realized today that I need training on software demos. Can...

How Does Net Revenue Retention Impact Your Valuation? | SaaS Metrics School | NRR
Net revenue retention (NRR) is a pivotal metric that directly influences SaaS company valuations, as explained by Ben Murray in the SaaS Metrics School episode. He cites Meritech Capital data showing that firms with 102% NRR command sub‑5x revenue multiples,...

Join Tuesday Demo of New Metrics Engine Software
I'm providing a quick overview of my new metrics engine software on Tuesday. Save your seat here: https://t.co/8LmsFlZ8bu If you can't make it, a replay will go out. https://t.co/CDzvmA4cIP

Gaps in Your MRR Schedule Wreak Havoc on Retention | SaaS Metrics School | MRR Schedule
The video warns SaaS operators that gaps in their monthly recurring revenue (MRR) schedule can distort retention metrics, turning ordinary renewals into apparent churn. Using a $12,000 annual contract amortized to $1,000 per month, the presenter shows how a delayed renewal...
SaaS Finance Shifts to Real-Time Metrics and AI Close
Most SaaS finance teams are still working with delayed metrics… - Closing the books weeks after month-end - Reporting shaky metrics and data - And stitching everything together in spreadsheets That doesn’t scale. Tomorrow, I’m joined by NetSuite to break...
New 5‑Pillar SaaS Metrics Engine Enables AI‑Powered Benchmarking
My 5 Pillar SaaS Metrics framework has been core to helping SaaS & AI founders and students in my Academy. I'm about to release the framework in my next code push to production for my SaaS metrics engine. My framework...

Great SaaS FP&A Requires These 4 Data Sources | SaaS Metrics School | SaaS FP&A
In this SaaS Master School episode, Ben Murray explains that a robust FP&A function hinges on four core data streams: financial data structured by a clean chart of accounts, bookings data captured in the CRM, customer‑revenue data used to build...

Why CAC Payback Beats LTV CAC At This Stage #saas #podcast #ai #shorts #double
In the clip, Ben says his go-to metric for an early-stage SaaS business is incremental CAC payback period rather than LTV:CAC. He argues LTV:CAC relies on many speculative inputs—churn and net dollar retention—that make it overly complex for companies at...