Reading Room

ADT Q3 2026 results; guidance withdrawn pending the Thrive transaction.

Target company press release announcing the definitive agreement.

Acquirer statement on the ADT agreement; source of the ">75 businesses" figure.

Report on Beacon Holdings' acquisition of Ganaz, citing the founder's post.

Profiles RRBB practitioners including Rob Quick, Dave Roth, and Susan DiPaolo. Recounts a prior software initiative that failed because document-scanning work was not adopted.

Announced September 1, 2026, from Salem, Utah. Current announced that Preferred CFO joined the platform. Based in the greater Salt Lake City metro area, Preferred CFO provides fractional CFO, controller, outsourced accounting, strategic finance, and capital-raising support to businesses nationwide, and has operated for more than a decade, with the firm dating its founding to 2013. Its work covers forecasting and financial modeling, cash flow management, budgets and operating plans, capital preparation and raises, and strengthening controller functions. Current framed the addition as advancing its strategy to build one of the country's leading advisory organizations and as a milestone in its national expansion, positioning the combination of experienced professionals, modern technology, specialized expertise, and strategic advisory as the direction of the profession. Preferred CFO said clients should expect near-term continuity with the same professionals, while joining Current gives the firm access to broader technology, AI systems, national resources, and collaboration across the network. Existing client relationships, local leadership, and culture are retained.

Announced August 25, 2026, from San Francisco. Crescendo launched the Crescendo Customer Experience Platform (CXP), consolidating software categories historically sold separately — CCaaS, ticketing, workforce management, quality assurance, voice of the customer, and knowledge — into a single system run end to end by specialized AI agents. The named agents are Concierge, which handles customers across phone, chat, email, and messaging and hands off to a person with the full thread intact; Agent Assist, which supports human specialists during live conversations and delivers escalations as decision packets rather than raw transcripts; Applied Insights, which analyzes conversations and outcomes; Quality, which scores 100 percent of conversations for accuracy, empathy, compliance, and completion; and Workforce, which forecasts volume and optimizes staffing at five-minute granularity. Beneath them sits what Crescendo calls the Agentic Foundation, an orchestration and optimization layer the company says automates 95 percent of deployment work. Crescendo cited backend integration from a natural-language prompt in under 30 minutes and full production in as little as 30 days, 600 percent growth in AI-handled volume, a 200 percent increase in AI customers year over year, and one customer reporting a 60 percent reduction in CX stack costs. Andy Lee, co-founder, was chief executive at launch, having been appointed in July 2026.

Reports over $2 billion in new capital at a $12 billion valuation, over $3 billion raised since inception, and more than 70 businesses. Announces expansion into built-environment services.

Announces a $35 million Series B led by The General Partnership and Allen Shim joining as president/CFO. Describes a permanent holdco with embedded technologists.

Links earlier venture-buyout and growth-buyout terminology to current roll-up activity and presents AGI as a newer example.

Names cofounder Andy Lee CEO, with founding CEO Matt Price moving to strategic adviser to the board.

Announced July 9, 2026, from Somerset, New Jersey. RRBB announced its fifth tuck-in acquisition since joining Current in August 2023, growing from roughly $20 million in revenue at the time it joined to a $44 million platform. RRBB was Current's first partner firm. Two months after joining, it added Mendonca & Partners Certified Public Accountants LLC, an international tax firm in Union, New Jersey with import/export expertise and approximately $8 million in revenue. The release frames RRBB as a pioneer within the network, presenting its sequence of tuck-ins as a repeatable model combining integration, technology enablement, access to capital, and global service delivery to drive both inorganic and organic growth. RRBB offers accounting, advisory, and consulting services from offices in New Jersey and New York. Current, founded by Jake Sloane and Frank Zhang and backed by Thrive Holdings, is described as a national partnership of more than 30 accounting and advisory firms built on local leadership and entrepreneurial autonomy, and was named to Accounting Today's list of best firms for technology.

Episode page highlights trust, permanent capital, the acquisition machine, and the operating platform. Includes useful chapter timestamps.

Describes a strategic partnership, joint development, and Alorica’s ability to resell and deploy Crescendo’s platform.

Describes permanent ownership alongside a central operating platform, engineering help, and local company continuity.

Headline reports a $225 million round; visible text describes permanent ownership and more than 30 acquisitions.

Argues that relationships and professional judgment become more valuable as routine work gets cheaper. Makes permanent ownership, practitioner ownership, and organizational change central.

Confirms the rename and continuity of the accounting platform. Describes local ownership, branding, leadership, and the Tax AI initiative.

Describes a practitioner-feedback and evaluation loop for Tax AI. Reports a 7,000-return pilot, roughly one-third less preparation time, and about 50% greater throughput.

Announced April 22, 2026, from London. Crescendo launched its expansion into the UK and Europe, positioning the move as the introduction of an AI-native customer experience category into a large and, in its framing, underserved market. The company cited more than $100 million in annual recurring revenue reached in under two years, a global footprint built partly through acquisition, and delivery across six continents under a 24/7 model. UK and European customers named include Dr. Martens, Funky Pigeon, Mention Me, RealVNC, and Sweet Bee Organics. London was chosen as the European anchor on the basis of its talent and technology base; co-founder and chief executive Matt Price was raised in the UK and previously scaled Zendesk's European operations. The release framed European demand around fragmented legacy infrastructure, multi-market and multi-language operations, and regulatory pressure on trust, accountability, and demonstrable AI performance. A UK launch event in London was planned to mark the expansion. Crescendo was founded in 2023 and is headquartered in San Francisco.

Reported $1 billion-plus fundraising target; completion unverified.

Announced January 28, 2026, from Irvine, California. Force 10 Partners, a national financial advisory firm specializing in corporate restructuring and litigation support, joined Crete Professionals Alliance, extending Crete's advisory capabilities into restructuring. Force 10 serves debtors, secured creditors, creditors' committees, and fiduciaries in restructuring, bankruptcy, and dispute-driven matters, with practice areas spanning turnaround management, fiduciary engagements, valuation, forensic accounting, and complex litigation support across consumer, healthcare, financial services, technology, and real estate. The firm said it sought a partner able to support its next phase of expansion without compromising independence, culture, or technical rigor. Through the alliance, Force 10 gains access to long-term capital and operational resources to expand its team, deepen specialized capabilities, and invest in infrastructure for larger engagements. It continues to operate under its own brand, with Force Ten Advisors, LLC as its operating entity and its existing leadership and professionals in place. Steve Stagner, chief executive of Crete, framed the addition as reflecting a market shift toward more specialized, outcome-driven services.

Announced January 28, 2026, from San Francisco. Crescendo launched a multi-provider AI architecture that routes every AI request across multiple large language model providers in parallel and automatically selects the fastest valid response in real time. The company reported 100 percent uptime across early enterprise deployments and go-live within four weeks. The stated purpose is to remove single-vendor dependency so that service continues through latency, rate limiting, or outages at any one third-party provider; Crescendo has said it maintained full availability through partial outages of the LLM services its platform depends on by failing over to backup connections. The release framed reliability and compliance under real-world workloads as the constraint enterprises hit when scaling generative AI in contact centers, and positioned deployment in weeks rather than quarters as the competitive claim. Matt Price, co-founder and chief executive at the time, commented on the launch. The architecture was released alongside broader AI Suite updates covering assistant use-case depth and data redaction.

Accessible opening reports expansion across major investors and distinguishes vertical roll-ups from multi-industry holding companies.

Announced December 1, 2025. OpenAI took an undisclosed ownership stake in Thrive Holdings, the acquisition and operating vehicle launched in April 2025 by Thrive Capital, itself one of OpenAI's major investors. Rather than paying cash, OpenAI contributes embedded research, product, and engineering teams plus platform access in exchange for equity, with reporting indicating its stake grows if the portfolio companies succeed. The work begins with accounting and IT services, chosen for high-volume, rules-driven, workflow-heavy operations and aging operational infrastructure, with the stated intent of producing a repeatable model extensible to other industries. Brad Lightcap, OpenAI's chief operating officer, and Joshua Kushner, founder and chief executive of Thrive Capital and Thrive Holdings, both commented. Financial terms were not disclosed. OpenAI was valued at roughly $500 billion at the time and had recently taken stakes in AMD and CoreWeave; press coverage characterized the arrangement as another circular deal, a framing a Thrive Holdings spokesperson disputed, pointing to organic demand at portfolio companies including the accounting firm Crete. Thrive Holdings later raised $2 billion at a $12 billion valuation in August 2026.