PE Portcos’ Digital-to-AI Journey

Hi, I’m Lily. I created this PE edition of the AI Dispatch for our growing community of thousands of private equity leaders and portfolio company operators navigating AI implementation.

This week’s theme: AI isn’t replacing digital transformation; it’s demanding it as a prerequisite.

The portfolio companies winning with AI didn’t leapfrog digital maturity; instead, they built cloud infrastructure, data governance, and integration layers first, then deployed AI on top of those foundations. The firms that try to skip straight to AI without the digital core hit immediate walls: fragmented data, incompatible systems, and pilots that can’t scale.

This week, we’re covering BCG’s 18-month sequenced roadmap and BDO’s dual-track AI strategy, Sheridan’s entry into AI-powered behavioral health EHR, SimiTree’s SARA platform cutting home health chart reviews from 45 minutes to 5, and how partnership-structured firms are turning to private equity to fund AI transformation they can’t self-finance, together revealing why the architectural decisions you make today determine which AI capabilities your portcos can access in 2026.

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What GPs Are Whispering About

Building AI-Ready Portcos in 18 Months, BCG Recommends

A recent BCG survey finds that most portfolio companies are still struggling to build the digital foundations needed to implement AI at scale: only 15% report “very mature,” nearly 75% sit at “moderate maturity,” and 40% of investors have already taken valuation haircuts of 5% or more when digital maturity lags. The most successful transformations assign C‑level executives clear ownership of the digital‑to‑AI journey and use integrated roadmaps that connect foundational upgrades to AI experimentation. BCG recommends a sequenced 18‑month path for portcos: the first 6 - 12 months focused on establishing data governance, migrating to cloud, and building integration layers, followed by 12 months of AI deployment and scaling of successful pilots to position portcos as digitally enabled AI leaders. Read more →

Private Equity’s Dual AI Bet: Infrastructure and Portfolio Operations

BDO frames AI as private equity’s hottest and most durable bet for 2026, with firms pursuing a two-track strategy: investing $200B+ in AI infrastructure (data centers, semiconductors, energy) while deploying AI across fund and portfolio operations. Beyond sector plays, firms are integrating AI into deal sourcing, due diligence, fraud detection, portfolio monitoring, and standardized reporting across portcos. Success in 2026 hinges on firms that embed AI throughout their investment lifecycle, turning operational AI deployment into measurable competitive advantage. Read more →

Sheridan Debuts in EHR Software with AI-Powered ICANotes Acquisition

Sheridan Capital Partners debuts in EHR software with its acquisition of ICANotes, a behavioral health documentation platform deploying AI to automate clinical workflows. The portco uses four AI capabilities, including AI Readability Enhancer for one-click note polishing and AI-Powered Templates generating insurance-compliant notes in minutes. Sheridan plans growth through M&A add-ons for point solutions and potential revenue cycle management integration with existing portcos. For portfolio operators, the deal illustrates how AI deployment in regulated industries reduces compliance burden while creating cross-portfolio integration opportunities that compound value across existing holdings. Read more →

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Portfolio Gold

Every week, we’ll bring you a new, real-world example of how targeted AI deployments within portfolios are solving persistent business challenges.

SimiTree Reduces Home Health Chart Review from 45 Minutes to 5 with SARA AI

Company: SimiTree (Sheridan Capital Partners portfolio company), a home health services provider specializing in Outcome and Assessment Information Set (OASIS) reviews and Patient-Driven Groupings Model (PDGM) consulting for home health agencies.

Problem: Home health agencies face mounting pressure on OASIS documentation accuracy, where every error carries significant consequences. Under the PDGM, inaccurate OASIS scoring directly reduces reimbursement, triggers audits, and damages star ratings. Manual chart reviews take 30 - 45 minutes per patient, creating bottlenecks during staffing shortages. With documentation demands growing and reimbursement tied to precision, agencies cannot afford mistakes or delays.

Solution: SimiTree developed SARA (SimiTree Assessment Review AI), a purpose-built AI platform that combines Robotic Process Automation (RPA), Optical Character Recognition (OCR), and LLMs to accelerate OASIS and coding reviews. SARA cross-validates structured OASIS data against unstructured narratives, identifies discrepancies, and suggests corrections backed by direct citations from clinical notes. The platform doesn’t replace systems; it works within existing workflows via APIs and RPAs.

Results:

• 80%+ reduction in OASIS documentation review time

• Chart review time drops from 30 - 45 minutes to under 5 minutes

• Direct clinical citations eliminate guesswork and reduce audit risk

• 24/7 processing capacity removes staffing bottlenecks

• AI + human validation model maintains compliance while scaling operations

SimiTree demonstrates how a Sheridan Capital Partners portfolio company is deploying vertical-specific AI to solve a high-stakes operational problem, turning a compliance burden into a competitive advantage.

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Lily’s Recommendation Corner

Private Equity and the Future of Law Firms: Investing in AI

In this AI and the Future of Law episode, the host, Jen Leonard, and the President and CEO of American Arbitration Association, Bridget McCormack, explore how private equity interest in law firms is accelerating specifically because firms cannot self-fund AI transformation. The conversation surfaces a challenge facing any partnership-structured professional services firm: when regulatory or cultural norms prevent retained earnings, how do you fund the AI investments required to stay competitive? Watch/Listen here →

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Lily’s Closing Thoughts

This week’s message is unequivocal: an AI advantage requires architectural foresight, not just tool deployment. BCG’s 18-month roadmap makes explicit what operators already know: you can’t skip digital foundations and jump straight to AI. The 75% of portcos sitting at “moderate” digital maturity are discovering that they never built the integration layers that AI requires. SimiTree’s SARA platform proves the payoff when you get the sequence right: purpose-built AI layered onto mature operational systems delivers 80% time reductions while maintaining compliance in a regulated industry.

Architecture built for yesterday’s platforms locks you out of tomorrow’s AI features.