Playbook11 min
How $50M Asset-Based Lenders Cut Borrowing Base Cycle to 1 Day.
Mid-market ABL collateral analysts spend 3 to 5 days reconciling each Borrowing Base Certificate. Here is the workflow that compresses it to under a day.
By TreyTag
AI Agents.
45 articles tagged ai agents.
Operator's view11 min
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 TreyTeardown11 min
Harvey vs Spellbook vs CoCounsel: $40M Law Firm Teardown.
At $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 TreyOperator's view10 min
Why PE Pays 14x EBITDA for HVAC Data Center Contractors.
The HVAC private equity multiple has split. Generic commercial shops clear 7-10x. Contractors with documented data center backlog clear 12-14x.
By TreyOperator's view11 min
Why PE Is Paying 9x EBITDA for $50M Distributors.
Distribution M&A volume is down 25%, but the right $40-80M distributors still attract 9x to 13x EBITDA. Here is what separates the operators getting the premium.
By TreyOperator's view11 min
Why Your AI Strategy Doc Is Not the Bottleneck.
Mid-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 TreyOperator's view10 min
Where Commercial Insurance AI Capital Landed in 2026.
Q1 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 TreyPlaybook11 min
How $50M 3PLs Price 200-Lane RFPs in 5 Days, Not 21.
Mid-market 3PLs lose RFPs to bigger competitors that price 200 lanes in days. Here is the four-step workflow that gets your team from 21 days to 5.
By TreyPlaybook11 min
How $40M CAS Firms Cut Monthly Close From 12 to 5 Days.
Most $40M CAS firms still close client books in 10 to 14 days. Here is the workflow that cuts it to 5, with or without AI.
By TreyOperator's view10 min
What the Broker Roll-Up Means for Your $40M Agency.
PE-backed buyers acquired 471 U.S. insurance brokerages in 11 months of 2025 at 12-14x EBITDA. The three paths for a $40M agency. And the binding constraint.
By TreyPlaybook11 min
How $50M Equipment Finance Firms Cut End-of-Term Cycles.
Mid-market equipment finance firms book 60 to 130 end-of-term events a month. Here is the four-stage workflow that stops residual leakage.
By TreyOperator's view9 min
When Your AI Problem Is Actually a Process Problem.
We'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 TreyPlaybook11 min
How $50M Final-Expense Carriers Cut Lapse to 18%.
Most mid-market final-expense books run 30-45% first-year lapse. The 18% operators are not closing harder. They are running the first 90 days differently.
By TreyTeardown11 min
Epicor Prophet 21 at $50M: What Breaks and What's Next.
Your $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 TreyOperator's view10 min
Why PE Is Paying 14x EBITDA for Mid-Market CPA Firms.
Mid-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 TreyOperator's view11 min
Why Your First AI Agent Should Not Be a Chatbot.
Most mid-market AI projects start with a chatbot. They probably shouldn't. Here is what to build first if you run a $50M operation.
By TreyOperator's view11 min
Why PE Can't Buy Your Law Firm (But Owns Everything Else).
Private equity can't own your law firm in 47 states. It owns the vendors, the ALSPs, and the AI-native platforms your clients will route work through.
By TreyPlaybook11 min
How $50M Brokerages Cut Quote-to-Bind From 5 Days to 1.
Mid-market commercial brokerages average five business days from submission to bind. Here is the four-step workflow that compresses it to one.
By TreyOperator's view12 min
Where $50M Operators Are Actually Spending AI Budgets.
Gartner says 2026 is the AI inflection year. The mid-market reality is smaller, sharper, and decided by the software you already pay for.
By TreyOperator's view11 min
What PE Sees in Mid-Market 3PLs That Operators Don't.
PE add-on deals in mid-market 3PLs doubled in 2024. The thesis is not consolidation. It is operational AI applied on top of the TMS you already own.
By TreyPlaybook10 min
How $40M RCM Firms Cut Claim Denials From 18% to 8%.
Most mid-market RCM firms run at 12-18% initial denial rates. Here is the workflow that gets you under 8% without replacing your platform.
By TreyTeardown11 min
Five9 vs Genesys vs Talkdesk: $50M Insurance Call Centers.
Five9, Genesys, and Talkdesk all serve insurance call centers. Most $50M operators only need one of them, and some only need an AI overlay.
By TreyOperator's view12 min
The Hidden Cost of Running Five Systems at $50M.
Five 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 TreyPlaybook11 min
How $40M RIAs Reconcile Billing Between Custodian and CRM.
Mid-market RIAs lose a week each quarter to billing reconciliation. Here is the workflow that cuts it in half, and where AI agents actually help.
By TreyOperator's view12 min
What 'AI ROI' Actually Looks Like at a $50M Operator.
Most AI ROI frameworks were built for the Fortune 500. Here is what they get wrong about $50M operators, and the three numbers that actually matter.
By TreyPlaybook12 min
How to Cut Law Firm Intake From Three Days to Hours.
Most mid-market law firms spend two to three days getting new clients through intake. Here is the workflow that cuts it to hours.
By TreyOperator's view11 min
Why Healthcare RCM Is the Next Mid-Market AI Roll-Up.
In 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 TreyTeardown12 min
NetSuite vs Sage Intacct: The $40M Distributor Teardown.
Stop 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 TreyTeardown12 min
Wealthbox vs Redtail vs Salesforce FSC for $40M RIAs.
Wealthbox, Redtail, and Salesforce FSC each pitch the same $40M RIA. Here is the cost math, custodian reality, and where AI changes the decision.
By TreyOperator's view11 min
The Case for Hiring an Internal AI Ops Lead at $50M.
Mid-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 TreyOperator's view11 min
Why RIA Roll-Ups Will Spend AI Budget on Back Office First.
RIA M&A hit a record in 2025. The PE-backed roll-ups now own the integration bill. The next AI budget will buy reconciliation, not robo planning.
By TreyOperator's view11 min
PE Is Rolling Up Field Service Software. Three Options..
Private equity poured $3.5B into field service software in 18 months. Here is what $50M HVAC, plumbing, and electrical operators should do.
By TreyPlaybook12 min
How to Qualify Final-Expense Leads Before You Dial.
A $50 final-expense lead converts at 5 percent if you treat it like a 2018 dial list. Here is the pre-call qualification workflow that protects your best closers.
By TreyField notes11 min
Why AI Pilots Stall at the Same Point Every Time.
Across 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 TreyPlaybook11 min
How to Cut RFI Response Time From Two Weeks to Four Days.
RFIs at mid-market GCs average 9.7 days to first response. Here is the five-move workflow that gets you to four, and where AI actually helps.
By TreyOperator's view12 min
What Hyperscaler Capex Means for Mid-Market MEP.
Big Tech's $725B 2026 data center capex is concentrating among large MEP firms. Here is what the mid-market needs to compete for that work.
By TreyOperator's view11 min
Why Specialty Finance Is the AI Vertical Nobody Is Targeting.
Harvey 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 TreyOperator's view11 min
What AI Still Can't Do for Mid-Market Operations.
94% of mid-market firms use generative AI, but only 2% have scaled it. Here are five things AI cannot do for your operation, and where it actually works.
By TreyOperator's view10 min
AI for Mid-Market Insurance: What Actually Works.
Claims intake, submission triage, and status updates deliver real ROI for $50M-$80M insurers today. Fraud models and full automation are still vendor promises.
By TreyOperator's view11 min
How Long AI Actually Takes to Deploy at a $50M Company.
Not 18 months. Not a weekend. A focused AI tool at a $50M operations company takes four to eight weeks, if your data is ready.
By TreyCase study9 min
How a $40M Manufacturer Captured 25 Years of Expertise.
A precision-parts maker was six months from losing their senior estimator's quoting judgment. A 4-week AI engagement changed that before the door closed.
By TreyCase study11 min
Port of Tampa: How One AI Agent Replaced 3 Hours of Email.
A port operations team spent 3 hours daily triaging 150+ vessel emails. A custom AI agent cut that to 20 minutes with zero missed updates in 90 days.
By TreyOperator's view10 min
How to Evaluate AI Vendors When You Don't Have a CTO.
Most AI vendor checklists assume you have a CTO and a procurement team. This five-question framework works when you have neither.
By TreyOperator's view11 min
What AI Actually Costs for a 20-Person Shop.
AI 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 TreyOperator's view9 min
Build vs. Buy AI: What No One Tells Mid-Market Leaders.
Most build-vs-buy AI advice targets Fortune 500 or startups. Here is the framework for the $30M to $100M company stuck in between.
By Trey№ 005Get in touch
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