Insights

Operator essays.

Notes on revenue operations, GTM strategy, capital allocation for searchers and seed founders, and the diligence behind operator-led acquisitions.

  1. April 20, 2026

    3 min read

    Capital

    Why I Don't Compete With The Searchers I Back

    When a deal a backed searcher brings me fits my own buy-box, I co-invest with them rather than compete for it. Here is why that policy is structural, not generous.

  2. April 10, 2026

    3 min read

    Acquire

    The Post-Close 100-Day Plan For An SMB Acquisition

    The first hundred days after close determine the next two years. Here is the operating plan I run, designed to land trust before changing anything.

  3. April 1, 2026

    2 min read

    Consulting

    Building A Pipeline Review That Surfaces Decisions

    Most pipeline reviews are status meetings. Rebuild them around the deals where leadership intervention changes the outcome.

  4. March 20, 2026

    3 min read

    Capital

    Roll-Up Backing: What Makes A Platform Investable

    Most roll-up pitches sound the same. The platforms that actually work share specific structural traits that get under-discussed in the pitch.

  5. March 10, 2026

    3 min read

    Acquire

    Customer Concentration Risk In Commercial Services

    Commercial services businesses often have heavy customer concentration. Here is how I evaluate whether the concentration is a risk or a feature.

  6. March 1, 2026

    2 min read

    Consulting

    Pricing Strategy Without Market Data

    New products, new categories, and early-stage companies cannot benchmark pricing. Here is a value-based method that works without comparable data.

  7. February 20, 2026

    3 min read

    Capital

    How To Evaluate A Search Fund Principal Before You Commit

    The aggregate returns of the search fund asset class do not protect you on a single bet. Here is the diligence I do on the principal before committing capital.

  8. February 10, 2026

    3 min read

    Acquire

    Earn-Out Structures That Actually Work

    Earn-outs solve real valuation gaps when designed well, and create resentment on both sides when designed poorly. Here is what I have learned about getting them right.

  9. February 1, 2026

    2 min read

    Consulting

    NDR vs GDR: What The Difference Actually Tells You

    Net revenue retention is the headline. Gross revenue retention is the diagnostic. The gap between the two is the most useful number on your customer dashboard.

  10. January 20, 2026

    3 min read

    Capital

    Healthcare Technology: A Capital Allocator's Framework

    Healthcare technology is one of the most demanding categories for an early-stage investor. Here is the framework I use to separate real opportunities from category-risk traps.

  11. January 10, 2026

    3 min read

    Acquire

    Financing An Acquisition Without A Search Fund

    There are more ways to finance an SMB acquisition than the traditional search fund route. Here is how I think about the capital stack on a self-funded deal.

  12. January 1, 2026

    2 min read

    Consulting

    A CRO's First 90 Days: An Operating Cadence Playbook

    The first ninety days of a chief revenue officer's tenure determine the next two years. Here is what the operating cadence should look like, week by week.

  13. December 20, 2025

    3 min read

    Capital

    RevOps Tooling As A Venture Category

    Revenue operations tooling is one of the most under-appreciated venture categories of the next five years. Here is what makes it interesting and what I look for in deals.

  14. December 10, 2025

    3 min read

    Acquire

    Distressed SMB Acquisitions: When The Discount Is Real

    Distressed acquisitions look like bargains until they are not. Here is how I separate the discounts that come from operating fixability from the ones that do not.

  15. December 1, 2025

    2 min read

    Consulting

    Capacity Modeling For Sales: The Real Math

    Sales capacity is not headcount times quota. It is a four-input model that determines what a team can credibly produce, and where the binding constraint lives.

  16. November 20, 2025

    3 min read

    Capital

    The ETA Capital Stack: Equity, Mezzanine, SBA, Seller Financing

    Most ETA acquisitions use a multi-source capital stack. Here is how each layer works, what the trade-offs are, and how I think about which mix fits which deal.

  17. November 10, 2025

    3 min read

    Acquire

    Healthcare Services Acquisition: Regulatory Diligence In Plain English

    Healthcare services acquisitions have regulatory complexity most acquirers underestimate. Here is the plain-English version of what to look for, and why it matters before close.

  18. November 1, 2025

    2 min read

    Consulting

    The Unit Economics Of A B2B SaaS Sales Motion

    CAC, LTV, payback, magic number. The four ratios most B2B SaaS companies misread. Here is the math and what each one actually tells you.

  19. October 20, 2025

    3 min read

    Capital

    Search Fund Economics From The LP Side

    Most search fund pitches are written for searchers and institutional LPs. Here is the LP-side math, including the parts that often get glossed over in the pitch.

  20. October 10, 2025

    3 min read

    Acquire

    The Case For Keeping The GM Post-Close

    Most acquirers replace the existing operator within a year of close. I think that is usually the wrong move. Here is when keeping the GM is the right answer.

  21. October 1, 2025

    2 min read

    Consulting

    Why Most QBRs Are Theater (And How To Rebuild Them)

    Quarterly business reviews are usually recap meetings dressed as decision meetings. Rebuild them around the questions data could not answer.

  22. September 20, 2025

    3 min read

    Capital

    Vertical SaaS: The Next Operator-Led Wave

    Horizontal SaaS won the last decade. The next decade is being built by operators who pick a single vertical and own it end-to-end. Here is what that looks like.

  23. September 10, 2025

    3 min read

    Acquire

    Working Capital Traps In SMB Acquisitions

    Most first-time SMB acquirers miss working capital in the deal structure. The post-close cash flow problem that follows is avoidable, and expensive.

  24. September 1, 2025

    2 min read

    Consulting

    From Founder-Led Selling To Repeatable Execution

    Every Series A company eventually has to move past founder-led selling. Most rebuild the wrong things first. Here is the right sequence.

  25. August 20, 2025

    3 min read

    Capital

    When To Write A Small Check Versus No Check

    Most of the founders I meet do not get a check from me. The decision rule between a small yes and a polite no is more specific than most founders expect.

  26. August 10, 2025

    2 min read

    Acquire

    What Owner-Operator Sellers Actually Want

    Most acquirers diligence the business and pitch the price. The sellers I have closed with were paying attention to something else entirely.

  27. August 1, 2025

    2 min read

    Consulting

    Renewals As An Operating Motion, Not A Finance Event

    Most companies treat renewals as a back-office event. Treat them as an operating motion with named ownership and an instrumented cadence.

  28. July 20, 2025

    3 min read

    Capital

    AI-Native Operator Tools: Where I Am Deploying Seed Capital

    AI-native tools are reshaping how operators run companies. Here is the specific category I am investing in and the questions I ask before writing a check.

  29. July 10, 2025

    2 min read

    Acquire

    Search Funds vs Operator-Led Acquisition: The Structural Differences

    Both models acquire small businesses, but they make different promises to the seller and behave differently after close. Here is what the difference actually looks like.

  30. July 1, 2025

    2 min read

    Consulting

    The MEDDICC Trap: When Qualification Becomes Theater

    MEDDICC works as a qualification framework when reps actually use it. It collapses into theater when leadership treats it as a forecasting input.

  31. June 20, 2025

    3 min read

    Capital

    The Case For Backing Operators Over Funds

    Most LP capital flows to fund managers. The operator-direct model produces a different return profile and a different relationship. Here is what I have learned by writing checks both ways.

  32. June 10, 2025

    3 min read

    Acquire

    The MSP Buy-Box: What Recurring Revenue Actually Tells You

    Managed service providers look great on the surface because of recurring revenue. The diligence questions that matter live underneath the MRR number.

  33. June 1, 2025

    2 min read

    Consulting

    Pipeline Coverage: A Math-First Framework

    Pipeline coverage ratios are usually theater. Replace them with a math-first model that accounts for stage conversion, deal size, and time-to-close.

  34. May 20, 2025

    3 min read

    Capital

    Co-Investing With Searchers: Structures That Align Incentives

    When I co-invest with a searcher, the deal structure matters as much as the underlying business. Here is what I have learned about getting it right.

  35. May 10, 2025

    2 min read

    Acquire

    NEMT Acquisition: What Brokers Won't Always Tell You

    Non-emergency medical transportation is one of the strongest verticals for operator-led acquisition, but the diligence has unique traps. Here is what to look for.

  36. May 1, 2025

    2 min read

    Consulting

    What Deal Desk Should Actually Do

    Most deal desks slow good deals while waving through bad ones. The right design governs the plan, not every transaction.

  37. April 20, 2025

    3 min read

    Capital

    Search Fund LP Investing For Non-Institutional LPs

    Search fund LP investing is one of the more interesting asset classes for individual LPs. Here is how I think about it from both sides of the table.

  38. April 10, 2025

    2 min read

    Acquire

    How To Evaluate A Multi-Unit Restaurant Chain Before You Buy

    Multi-unit independent restaurants are a different acquisition than a single-unit operator. Here is the diligence framework I use, and the traps I avoid.

  39. April 1, 2025

    2 min read

    Consulting

    How To Set Quotas Without Historical Data

    New segments, new products, and Series B teams have no historical attainment to anchor on. Build quota from capacity instead. Here is the method I use.

  40. March 20, 2025

    3 min read

    Capital

    What I Look For In A B2B SaaS Founder's First Deck

    Most pitch deck advice is generic. Here is the specific signal I look for, the slides that change my mind in either direction, and the words that always show up in the decks I fund.

  41. March 10, 2025

    2 min read

    Acquire

    Diligence Questions That Actually Matter For Residential Services

    Most residential services diligence is a financial review with a CRM appendix. The questions that decide whether the deal works live somewhere else entirely.

  42. March 1, 2025

    2 min read

    Consulting

    Designing Sales Compensation That Aligns With Strategic Priorities

    Most comp plans pay the field for behaviors leadership did not intend. The redesign starts with what you actually want, then builds backward into the math.

  43. February 20, 2025

    2 min read

    Capital

    Why Operator-Led Capital Matters For Early-Stage SaaS

    The operating decisions that determine whether a SaaS company makes it to Series B happen before the funds are deployed. Here is what operator-led capital actually changes.

  44. February 10, 2025

    2 min read

    Acquire

    The Case For Ten-Year Holds In SMB Acquisition

    Most search funds run a five-year clock. I think that math is wrong for the kind of small businesses worth buying. Here is why I commit to ten.

  45. February 1, 2025

    2 min read

    Consulting

    Why Forecast Accuracy Stalls Below 60%

    Sales forecasts plateau in the low fifties for predictable structural reasons. The fix is bottom-up unit modeling and an evidence-based stage rule.

  46. January 20, 2025

    2 min read

    Capital

    The Small-Check Strategy: Why $25k Actually Matters

    A small check can do real work for a founder when it comes from someone who has built the systems they are trying to build. Here is how I think about sizing seed checks.

  47. January 10, 2025

    2 min read

    Acquire

    Why I Won't Buy A Business Below $750k EBITDA

    The $750k EBITDA floor is the firmest line in our buy-box. Here is the operating math behind why I will not move it, no matter how good the asking price looks.

  48. January 1, 2025

    2 min read

    Consulting

    The RevOps Operating System: A Five-Layer Framework

    Pipeline hygiene, compensation, pricing, renewals, and operating cadence. The five sequential layers of a working revenue operations system.