Research, analysis, and perspectives on M&A, private equity, Opportunity Zones, AI value creation, and digital transformation for middle-market businesses.
Explore our latest research and insights organized by publication week
78% of middle-market firms cite scalability as the primary AI integration challenge. Learn how successful operators are compressing rollout timelines from 18 months to 8 weeks.
71% of PE sponsors cite AI due diligence as a deal accelerator. Post-recession HVAC/plumbing M&A deal volume is up 34% YoY—here's how operators are winning.
78% of middle-market firms cite scalability as the primary AI integration challenge. Learn how successful operators are compressing rollout timelines from 18 months to 8 weeks.
71% of PE sponsors cite AI due diligence as a deal accelerator. Post-recession HVAC/plumbing M&A deal volume is up 34% YoY—here's how operators are winning.
78% of middle-market firms cite scalability as the primary AI integration challenge. Learn how successful operators are compressing rollout timelines from 18 months to 8 weeks.
71% of PE sponsors cite AI due diligence as a deal accelerator. Post-recession HVAC/plumbing M&A deal volume is up 34% YoY—here's how operators are winning.
The best AI acquisition targets aren't tech companies—they're HVAC, plumbing, and cleaning businesses.
Search funds deploying AI are compressing 18 months of value creation into 90 days.
70% of SMBs have zero AI infrastructure. That's arbitrage. How operators deploy AI for value.
M&AValuations at 9.8× EV/EBITDA as Q1 deal velocity surged 10.3% YoY.
Capital accumulation outpaced deployment by $1.2T, creating asymmetric pricing in lower-mid-market.
AI deployment into trades businesses creates immediate measurable value with tax advantages.
AI cuts M&A due diligence from 6 weeks to hours. A new era for deal speed and quality.
Acquirers compressing 18 months of operational improvement into 90 days with AI.
Claude and GPT-4o redefining M&A. LOI drafting, modeling, timeline compression.
M&A70.5% expect 2026 strength. Deal velocity constrained by seller readiness, not buyer appetite.
Opportunity ZonesOZ permanence with 30% basis step-up for rural deployments reshapes after-tax returns.
Digital TransformationTechnology assets commanding premium valuations as $5–8 trillion in AI infrastructure concentrates deal activity.
Opportunity ZonesQOZ investors face mandatory gain recognition. Extended window creates planning opportunities.
AI & TechnologyPE operators migrating to self-optimizing systems for real-time portfolio optimization.
M&AThree rate cuts restored confidence. Structural catalysts: PE dry powder, private credit dominance, seller backlog.
Value Creation95% of PE-backed AI initiatives meeting or exceeding business cases. AI is infrastructure now.
M&AM&A volume up 10% in 2025 with PE up 8%, fueled by easing inflation.
AI & TechnologyPE firms deploying AI orchestration converting predictive pricing into EBITDA expansion.
Opportunity ZonesOZ 2.0 offers new pathways to capital gains deferral while driving economic development.
M&AQ2 2025 deal value up 10.7% YoY with $100M–$250M transactions at 10.0× TEV/EBITDA.
Value Creation65% of PE firms embedding AI across diligence and value creation. Technology as infrastructure.
Opportunity ZonesOZ becomes permanent while rural improvement threshold drops from 100% to 50%.
Digital TransformationAging technology stacks drain enterprise value that buyers discount heavily at exit.
Value CreationAI-driven approaches adapting in real time create competitive advantages that compound faster.
Investment StrategyGeopolitical tensions and supply chain disruption are reshaping infrastructure strategy.
Investment StrategyNew OZ legislation creates structures for smarter, more inclusive economic growth.
AI & TechnologyAI adoption, tax structures, and innovation converging to create an unprecedented window.
Opportunity ZonesOne Big Beautiful Bill Act eliminates 2026 sunset and restructures post-2026 incentives.
M&APlatform acquisitions surged 42–43% YoY through Q1 2025 as PE dry powder fuels consolidation.
70% of SMBs have zero AI infrastructure. Smart acquirers are paying premium multiples for 'AI-ready' trades businesses with predictable post-close value creation.
The best AI acquisition targets aren't tech companies—they're HVAC, plumbing, and cleaning businesses with $2M-$15M revenue and zero digital infrastructure.
70% of SMBs lack succession plans and digital infrastructure. Search funds deploying AI into trades businesses are compressing 18 months of value creation into 90 days.
70% of SMBs have zero AI infrastructure. That's not a weakness — it's arbitrage. How operators deploy AI for immediate value creation.
M&AMiddle-market valuations compressed to 9.8× EV/EBITDA in 2025 as Q1 deal velocity surged 10.3% YoY, signaling aggressive buyer competition for accretive platforms. Deleveraging across the buyer base—net debt falling to 3.4×—creates runway for bolt-on acquisitions and suggests continued premium pricing for EBITDA-generative assets through cycle.
M&ADealmaker sentiment has shifted decisively: 70.5% expect 2026 strength, with deal velocity constrained not by buyer appetite but by seller financial readiness and expectation gaps. Operators who optimize working capital and crystallize EBITDA now will command premium multiples in an increasingly competitive buyer environment.
Investment StrategyPrivate equity's $3.7 trillion dry powder reflects a structural deployment deficit: capital accumulation has outpaced deal execution by $1.2 trillion since 2019, pressuring large-cap multiples to 11× EBITDA while creating asymmetric pricing opportunities in the $25–100M lower-mid-market segment at 6–8× EBITDA. Disciplined operators with proprietary deal flow and operational leverage remain positioned to capture outsized returns in this bifurcated market.
70% of SMBs have zero digital infrastructure. AI deployment into HVAC, plumbing, and trades businesses creates immediate measurable value.
AI cuts M&A due diligence from 6 weeks to hours. 70% of boomer-owned SMBs with zero digital infrastructure represent the biggest AI arbitrage opportunity.
M&AWith 70.5% of dealmakers expecting stronger 2026 activity, the market is decisively pivoting from valuation exuberance to disciplined underwriting—operational risk concerns doubled while stretch-valuation willingness collapsed from 25% to 11.1%. This repricing favors operators with proven value-creation playbooks and dry powder to acquire at sustainable multiples.
Opportunity ZonesThe Treasury's permanent Opportunity Zone renewal designates 25,332 census tracts—8,334 with enhanced rural incentives—creating a 10-year deployment window for capital seeking tax-advantaged returns on platform acquisitions and bolt-on roll-ups in underpenetrated markets. This expanded deal flow universe rewards disciplined operators who can identify operational value and scale alongside favorable tax structuring, materially improving MOIC potential in overlooked geographies.
M&AMarket momentum is building: 77.9% of advisors expect elevated deal flow in 2026, yet buyer discipline is tightening as only 11.1% remain willing to overpay for assets, forcing sellers to focus on operational excellence and defensible margins to command premium multiples in a bifurcated market.
Opportunity ZonesThe One Big Beautiful Bill Act eliminates the OZ program's 2026 sunset and restructures post-2026 incentives to a five-year deferral with 10% basis step-up, materially reducing tax-advantaged returns on longer-hold platforms. Rural-focused sponsors now access enhanced QROF benefits, reshaping capital deployment strategies in underserved markets where operational leverage compounds tax efficiency.
Opportunity ZonesThe permanence of Opportunity Zones starting January 1, 2027—paired with a 30% basis step-up for rural deployments versus 10% standard—fundamentally reshapes after-tax returns on middle-market acquisitions. With 3,309 IRS-identified rural zones now offering triple the tax benefit, disciplined capital allocators must recalibrate deal structuring and entry multiples to capture this structural arbitrage before market repricing erodes opportunity cost.
How acquirers are compressing 18 months of operational improvement into 90 days by deploying AI into HVAC, plumbing, and trades businesses.
AI breakthroughs in 6 months transformed M&A for recession-proof businesses. Claude and GPT-4o now draft LOIs, run models, compress diligence timelines.
M&ADealmaker confidence in 2026 outperformance has reached 70.5%, yet 37% of players expect intensified buyer competition—underscoring that deal quality, not scarcity, will differentiate returns. Operators must prioritize operational readiness and capital discipline to capture valuation upside amid renewed M&A velocity.
M&APlatform acquisitions have surged 42–43% YOY through Q1 2025, breaking a decade-long contraction cycle as PE dry powder ($1.6T) fuels consolidation velocity. This capital deployment acceleration creates a compressed window for founders and operators: compete for attractive add-on targets now, or face elevated valuations in a normalized exit environment.
Value CreationPrivate equity enters 2026 with substantial dry powder targeting AI-enabled platforms and infrastructure assets commanding premium multiples, where operational partners demonstrating hands-on digital transformation expertise will drive disproportionate value creation. Operators equipped to integrate AI and optimize human capital across portfolio companies will outperform peers and command superior entry valuations.
M&ADespite 89% of investors expecting flat or intensifying competition in 2026, deal activity hinges on financial preparedness and realistic valuation expectations—not buyer appetite. Capital remains deployed toward quality assets, creating a disciplined market where operational excellence and clean financials command premium multiples.
Opportunity ZonesAs 2026 approaches, QOZ investors face mandatory gain recognition and potential sizable tax liabilities that could compress post-tax returns; the OBBBA's extended reinvestment window through 2027 creates a critical planning window for capital recycling and portfolio optimization.
Digital TransformationTechnology assets commanding premium valuations as $5–8 trillion in AI infrastructure capital flows concentrate deal activity among platform-scale operators and their bolt-on targets. This K-shaped bifurcation rewards disciplined acquirers with proprietary deal flow and operational AI expertise—the margin spreaders in a bifurcated market.
M&ACompetitive tension for quality lower-middle-market assets persists, with 46.7% of dealmakers citing strong buyer competition as primary valuation pressure, while disciplined operators who navigate macro volatility will capture outsized returns through selective platform investments and bolt-on tuck-ins in 2026.
M&APE sponsors are capitalizing on a reopening exit environment and substantial dry powder to drive 5% deal volume growth through 2026, following an 8% conclusion rate in 2025. Operators who prepare now for accelerated M&A velocity will command superior positioning in tightening deal flow and higher exit multiples.
AI & TechnologyThe smartest PE operators are migrating from static value-creation playbooks to self-optimizing systems powered by agentic AI, enabling real-time sensing and capital reallocation across portfolio companies. Firms accumulating dry powder without this decision-making machinery risk competitive obsolescence and margin compression as agentic capabilities become the new baseline for operational leverage and exit multiple expansion.
M&AWith 70.5% of lower middle market dealmakers expecting 2026 to outperform 2025, the constraint isn't buyer appetite—it's seller preparedness and misaligned valuation expectations stalling deal flow. Firms with disciplined financial readiness and realistic pricing will capture disproportionate value as competitive dynamics intensify.
M&AThree rate cuts totaling 75 basis points restored middle-market confidence in 2025, but the real catalyst is structural: massive PE dry powder, private credit dominance, and a backlog of prepared sellers converging simultaneously. Firms with proprietary deal flow and operational value acceleration capabilities are positioned to capture outsized MOIC in this environment.
Value CreationWith 95% of PE-backed AI initiatives meeting or exceeding their original business case and revenue signaling emerging as the top-priority use case, AI is no longer experimental—it's infrastructure for value creation. Firms that solve the AI talent constraint first will command measurable advantages in diligence, operating leverage, and exit multiples.
M&AEY-Parthenon projects corporate M&A volume rising 10% in 2025 with PE deal flow up 8%, fueled by easing inflation toward 2.3% and anticipated Fed rate cuts compressing the cost of leverage. Disciplined acquirers deploying dry powder into this window stand to capture meaningful multiple expansion at exit.
AI & TechnologyPE firms deploying AI orchestration layers across portfolio companies are converting predictive pricing and supply chain optimization into measurable EBITDA expansion, not incremental efficiency. Firms that embed repeatable AI playbooks and ESG analytics into their operating model will command premium exit multiples as buyer expectations recalibrate.
Opportunity ZonesThe One Big Beautiful Bill Act makes Opportunity Zones permanent while reducing the rural substantial improvement threshold from 100% to 50%—a meaningful catalyst for capital deployment in underserved markets. Middle-market operators should recalibrate OZ strategies now, as the seven-year basis step-up elimination reshapes hold-period economics.
M&AThe Fed's 75 basis points in cumulative 2025 cuts, combined with massive dry powder deployment pressure and dominant private credit supply, have fundamentally reset buyer-seller alignment heading into 2026. Add-on-driven buy-and-build strategies now dominate sponsor deal flow—rewarding operators with scalable platforms and compounding exit multiples.
M&AQ2 2025 middle-market deal value reached $227.7 billion—up 10.7% year-over-year—with $100M–$250M transactions commanding 10.0× TEV/EBITDA versus 8.5× in 2024, signaling renewed buyer conviction at scale. Manufacturing's reset to 6.5× creates a compelling entry point for operationally oriented acquirers positioned to drive multiple expansion through AI-enabled value acceleration.
Value CreationWith 65% of PE firms now embedding AI across diligence, value creation, and exit planning, the technology has moved from experiment to operating infrastructure. Record dry powder and compressed hold periods mean firms that operationalize AI earliest will capture disproportionate MOIC at exit.
Opportunity ZonesOZ 2.0 is emerging as a game-changer for rural communities — offering investors new pathways to capital gains deferral while driving economic development where it's needed most.
Digital TransformationAging technology stacks are more than an operational headache — they're a silent drain on enterprise value that buyers discount heavily at exit.
Value CreationTraditional operating playbooks are giving way to AI-driven approaches that adapt in real time — creating competitive advantages that compound faster than any manual process can match.
Investment StrategyGeopolitical tensions and supply chain disruption are reshaping infrastructure strategy for medium-sized enterprises — and the firms that adapt earliest will capture the most value.
Investment StrategyThe next evolution of Opportunity Zone legislation is creating new structures for smarter, more inclusive economic growth — expanding access while preserving the core tax advantages.
AI & TechnologyA convergence of AI adoption, tax-advantaged structures, and innovation investment is creating an unprecedented window for growth-oriented investors and operators.
