Reading Room

Announced September 25, 2025, from San Francisco. Crescendo said it was on track to exceed $100 million in annual recurring revenue by the end of 2025, less than two years after its founding, and reported more than 500 agentic AI customer deployments with most customers going live within weeks. The company positions itself as an AI-native contact center replacing the combination of point tools, bots, and outsourced BPOs with a single outcome-based offering, using auto-tuning AI assistants for voice, email, and chat with human specialists handling complex escalations. Customer results cited include Lovepop moving its Trustpilot rating from 3.6 to 4.4, Meister clearing a backlog of more than 1,000 tickets and resolving 67 percent of inquiries instantly, and EVPassport cutting time-to-answer from ten minutes to under 30 seconds while raising CSAT from 40 to 70 percent. The release also noted new San Francisco headquarters, planned expansion in London, New York, and Dubai alongside existing offices in Portland, Greensboro, San Pedro Sula, and Manila, and the hire of former Groq CRO Michelle Donnelly as chief revenue officer.

Separates multiple expansion, margin expansion, revenue growth, and eventual software or product upselling. Emphasizes M&A competence.

Announced August 12, 2025, from New York. Titan, an AI holding company incubated by General Catalyst, announced $74 million in funding led by General Catalyst and, in the same release, its acquisition of Richard Fleischman & Associates (RFA), a New York-based managed service provider with roughly 250 employees serving more than 400 financial services clients across multiple countries. RFA becomes Titan's first MSP platform, into which Titan layers its augmented AI stack. The stated thesis is that traditional MSPs are constrained by legacy tooling and manual, ticket-based workflows, and that agentic AI can automate routine support, predict failures, and free technicians to act as strategic advisers rather than reactive support. Co-founders Saurin Patel and David Heffernan said Titan intends to acquire additional IT services firms. Yohan Kim is chief executive of RFA; Marc Bhargava, managing director at General Catalyst, commented on the investment. The deal was one of several executions of General Catalyst's AI-enabled roll-up program, for which the firm allocated $1.5 billion beginning in late 2023.

Argues for owning distribution while acknowledging the difficulty of combining software development with acquisition integration.

Links better document processing, legacy-system automation, and conversational agents to owning and executing service workflows. Discusses Sequence and Arcos.

Curates frameworks and operator interviews. Pushes back on treating software multiples as a necessary condition for the thesis.

Revisits the thesis through capital structure, real product advantage, and the time required for compounding. Separates platform-building dollars from asset-purchase dollars.

Announced July 8, 2025, from Palo Alto. Eudia acquired Johnson Hana, an Irish alternative legal services provider, for an undisclosed sum. The deal brought more than 300 legal professionals into Eudia, which describes the combined offering as an AI-augmented human workforce. Johnson Hana provides legal consulting in areas including data protection and compliance, serves clients including Citibank, Airbnb, and TikTok, and reported client retention above 90 percent. Eudia sells an agentic AI platform to Fortune 500 in-house legal departments, with customers including Cargill, DHL, and Duracell, and had emerged from stealth in February 2025. Omar Haroun is co-founder and chief executive; Dan Fox led Johnson Hana. Eudia stated the acquired staff would be trained in its process for capturing institutional knowledge and building client-specific systems. The transaction was the first under a roughly $75 million acquisition program, and Eudia later acquired Out-House.

Argues operational improvement alone does not turn a services company into a software company.

Supports building a strong product before acquisitions, progressing toward larger assets, and using capital efficiently. Warns that buying businesses is costly and difficult.

Visible introduction records the strategy spreading across major venture firms and multiple services categories.

Announced June 18, 2025, from Singapore. Multiplier Holdings publicly launched with $27.5 million in seed and Series A funding. The Series A was led by Lightspeed Venture Partners, with Ribbit Capital, which had led the seed, plus EDBI and SV Angel participating. The model is to acquire specialized professional services firms — tax and accounting practices in particular — and integrate custom AI automation, using an in-house library of AI and workflow components configured to each acquired firm. Multiplier states that portfolio firms keep operational independence while incentives are aligned across Multiplier leadership, firm leaders, and staff, producing what it calls hybrid technology firms. The release cited a global professional services market above $6 trillion and a forecast 11.2 percent CAGR in tax advisory services. Noah Pepper is chief executive. Multiplier subsequently raised a $35 million Series B led by The General Partnership in August 2026, with Ribbit and Lightspeed participating, and hired former Slack CFO Allen Shim as president and CFO.

Interview about Gil’s acquisition thesis.

Kaul discusses evaluating roll-up opportunities.

Introduces a permanent-capital vehicle to invest in, acquire, and operate businesses over long periods.

Examines acquisition economics and the limits of AI automation in architecture, engineering, construction, and adjacent physical services.

Explains the hybrid of technology development, serial acquisition, and permanent-compounder inspiration.

Organizes applied AI around intelligence, infrastructure, and workforce enablement, with emphasis on integration and organizational redesign.