The 'Fix the Data First' Trap at $50M Operators.
Vendors say your data is not AI-ready and need 12 months of warehouse work first. The actual failure data says otherwise. Here is what to do instead.
By Trey32 articles tagged custom software.
Vendors say your data is not AI-ready and need 12 months of warehouse work first. The actual failure data says otherwise. Here is what to do instead.
By TreyAt $40M, Harvey is mostly out of reach, Spellbook is the practical default for transactional work, and CoCounsel makes sense if you live in Westlaw.
By TreyThe HVAC private equity multiple has split. Generic commercial shops clear 7-10x. Contractors with documented data center backlog clear 12-14x.
By TreyThree platforms dominate the mid-market equipment finance LOS conversation. Here is what a $50M independent lessor actually gets from each.
By TreyMid-market boards keep asking for AI strategy decks. The data on pilot failure rates says the strategy doc is not what is actually blocking production.
By TreyQ1 2026 insurtech funding hit $943M with 75% flowing to AI-native platforms. Here is where the money went and what a $50M broker should do about it.
By TreyMid-market GCs evaluating estimating software end up at three platforms. Each is built for a different shop. Here is the honest decision matrix.
By TreyAt $50M, most manufacturers outgrow QuickBooks but pick the wrong ERP. Here is what Plex, Epicor Kinetic, and Global Shop actually deliver.
By TreyWe've turned down four AI projects this quarter. None of them needed AI. What looks like an AI problem is usually a workflow, integration, or knowledge problem.
By TreyYour $50M distributor runs on Prophet 21 and you know exactly where it breaks. Here is what to do about it before the 2029 sunset deadline.
By TreyMid-market CPA firms are selling to PE at 11x to 15x EBITDA. The multiple is not about the book of business. It is about a binding operational constraint AI is breaking.
By TreyMid-market factors run concentration risk on a spreadsheet because the LMS does not report it the way credit committee needs to see it. Here is the fix.
By TreyMid-market fire protection shops run 5,000+ NFPA inspections across 200 sites. Here is the operating model that prevents the misses.
By TreyPortfolioCenter is gone. Morningstar Office is sunsetting. Here is how Tamarac, Orion, and Black Diamond actually compare for $40M-$2B RIAs.
By TreyGartner says 2026 is the AI inflection year. The mid-market reality is smaller, sharper, and decided by the software you already pay for.
By TreyNone of the three big lending platforms were built for non-bank specialty finance. Here is what nCino, Salesforce FSC, and Q2 actually solve, and where each breaks.
By TreyFive operational systems is the mid-market default. The combined cost rarely shows up on any line item. Here is what it actually runs at a $50M operator.
By TreyIn 18 months PE took R1 RCM private at $8.9B and built a $5B payment integrity platform. The next wave hits mid-market healthcare admin firms.
By TreyStop comparing them as ERPs. NetSuite is an operational ERP, Sage Intacct is a financial system. A $40M distributor making the wrong comparison overspends by six figures.
By TreyWealthbox, Redtail, and Salesforce FSC each pitch the same $40M RIA. Here is the cost math, custodian reality, and where AI changes the decision.
By TreyMid-market AI engineers run $230K to $310K all-in. Boutique services run $75K to $200K a year. Here is how to think about the hire and when it pays back.
By TreyMost mid-market manufacturers run their shop floor on paper travelers and a foreman's walk-around. Here's the middle answer between clipboards and a full MES.
By TreyPrivate equity poured $3.5B into field service software in 18 months. Here is what $50M HVAC, plumbing, and electrical operators should do.
By TreyAt $50M revenue, three QuickBooks Enterprise limits hit first: record count, multi-entity consolidation, and custom workflows. Here is what to do.
By TreyAcross mid-market rollouts, AI pilots stall at the same moment. It is not data, models, or budget. It is the handoff nobody plans for.
By TreyClio, MyCase, PracticePanther, Aderant: an honest assessment of what each delivers for mid-market law firms, where the math breaks, and what to do about it.
By TreyMid-market carriers re-key the same application into lead, workbench, policy admin, and archive. The fix is connecting two systems you already own.
By TreyHarvey hit $11B with $190M ARR. Meanwhile $1.34T in equipment finance, 15,870 RIAs, and a wide-open vendor map sit ignored. Specialty finance is the bet.
By TreyProcore is built for ENR-ranked firms doing $200M+ in volume. Here is what mid-market GCs actually need and what they should pay for it.
By TreyYour ERP handles accounting and job costing fine. Quoting, knowledge capture, field coordination, and claims routing need something else.
By TreyAI vendors quote $150K. Your shop does $8M in revenue. Here is what AI realistically costs, what it doesn't, and where the money actually goes.
By TreyMost build-vs-buy AI advice targets Fortune 500 or startups. Here is the framework for the $30M to $100M company stuck in between.
By TreyIt's a conversation, not a sales call. You tell us what's broken, we'll tell you if we can fix it.
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