The Pacer AI Blog
Revenue intelligence insights for Operating Partners, CFOs, and RevOps leaders at recurring-revenue companies.
How Semrush Got Acquired by Adobe for a Premium Despite Declining Growth
Adobe paid $1.9B for Semrush — ~3.8x NTM revenue, a 77% premium, and above the top of the comp range — despite years of decelerating growth. The playbook: structure pricing for expansion, build a cross-sell motion that doubles ARR per customer by cohort, and let gross margin and free cash flow follow. Reconstructed from SEC filings.
Read Article →What is cRPO? The Operator’s Guide to Current Remaining Performance Obligations
cRPO — current Remaining Performance Obligations — is the 12-month forward-bookings figure on every SaaS balance sheet. Audited under ASC 606. The metric that survives diligence in ways management-defined ARR never does. Plus: the auditable bridge from cRPO to an ARR-equivalent for Workday, ServiceNow, and Atlassian.
Read Article →What Is an ARR Waterfall? Definition, Components, and How to Build One
An ARR Waterfall bridges beginning ARR to ending ARR by separating new, expansion, contraction, and churn ARR. The components, the formula, a worked $50M example, and how finance teams build one that reconciles to the Snowball and the GL.
Read Article →Board Quality ARR Snowballs: Understand Your ARR Growth Drivers Before Your Acquirers Do
Premium ARR multiples go to teams that can prove durable ARR growth. Most can’t. A roadmap to deliver M&A-grade ARR driver insights with the ARR Snowball analysis boards have been asking for.
Read White Paper →How I Helped a Client Grow NRR from 101% to 105% in 6 Months
A healthcare software company was ready to exit with 101% NRR. Through pricing discipline, product rationalization, and data story alignment, we grew NRR to 105% — changing the valuation conversation entirely.
Read Article →Should I Build a Customer Data Cube In-House or Hire Someone?
Most recurring-revenue companies that attempt a DIY customer data cube spend 6+ months, require 5-6 specialized team members, and still end up with output that is not board-ready. Here are the 6 challenges of building in-house and when it makes sense to hire a specialist instead.
Read Article →What Most Companies Build vs. What Boards Actually Need
Most SaaS companies build static spreadsheet models reconciled quarterly with top-line ARR only. Boards and buyers need automated daily refresh, full ARR waterfalls with segment decomposition, and numbers defensible in M&A diligence.
Read Article →Why LLMs Can’t Build Your ARR Snowball from Operational Data
Large language models cannot reliably build ARR snowball analyses from raw operational data. Every company has its own nuances to ARR definitions, and the messy reality of CRM bookings, Stripe billing, and ERP revenue data requires rule-based calculations and expert judgment — not chat agents.
Read Article →Why ARR Waterfall Models Matter for SaaS Growth
Understanding revenue goes far beyond a simple top-line number. ARR waterfall models reveal the underlying movements that truly drive growth or signal impending challenges.
Read Article →Using AI to Enable RevOps (Without Breaking Your GTM)
RevOps is one of the best places to deploy AI because it sits at the intersection of systems, process, and business outcomes. Done right, AI agents can reduce manual analysis, speed up response times, and help revenue teams focus on what matters.
Read Article →ARR Snowball Analysis: Find Your Expansion Drivers
Most companies track Annual Recurring Revenue changes at an aggregate level, which misses the granular patterns that truly drive growth. Understanding these dynamics takes a closer look at the ARR Snowball method.
Read Article →Prevent Churn in High-Value Accounts with ARR Snowball
Losing a high-value account generating $50K+ in ARR can be disproportionately damaging to a B2B SaaS company’s growth and valuation. Preventing this attrition is paramount, as retaining customers costs significantly less than acquiring new ones.
Read Article →What Is an ARR Snowball? Understanding Revenue Growth
For SaaS businesses, sustainable growth isn’t just about acquiring new customers; it’s about the compounding power of existing revenue. The ARR snowball effect describes how small improvements in retention and expansion lead to exponentially faster ARR growth over time.
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