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Reading Room

Read the arguments shaping this field: original letters and essays, independent reporting, interviews, and podcasts. Every item says whether the text is available here or should be read at its publisher.

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Sequence — Poker NightCompany announcementExcerpt

A Luma event listing, not an article. Poker Night hosted by Sequence Holdings at 300 Vesey Street, suite 1230, New York, on Wednesday, October 15, 2025 at 7:15pm, with guests asked to meet in the lobby. The listing describes an open, casual evening of cards, wine and cocktails, and catered food, states that non-players are welcome and will be taught the basics, and carries no buy-in, stakes, agenda, or speaker information. Registration was required. The page is now marked as a past event. The same listing was also posted on Partiful.

ARR forecastCompany announcementExcerpt

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.

Titan funding and RFA announcementCompany announcementExcerpt

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.

The rollups are rollingEssay or blogExcerpt
Yoni Rechtman · 99% Derisible / Slow Ventures

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

Hemant Taneja, Quentin Clark, Jeannette zu Fürstenberg · General Catalyst

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

The Dawn of AI RollupsEssay or blogExcerpt
Vinay Iyengar · The Vin Diagram

Lists fragmented, knowledge-intensive, relationship-based markets as candidates and asks when owning customers beats selling vertical software.

Financing announcementCompany announcementExcerpt

Announced October 2, 2024, from San Francisco. Crescendo closed a series of venture rounds totaling $50 million, with the Series C led by General Catalyst. Celesta Capital, Alorica, and strategic angels also participated. The company was valued at $500 million post-money. Crescendo operates an augmented-AI customer experience platform that combines automation with humans in the loop and owns the full customer interaction rather than licensing conversational AI software. It bills clients on outcomes rather than the contact-center industry standard of hourly or per-seat rates. The model was conceived by co-founder and President Anand Chandrasekaran while he was a partner at General Catalyst, working with GC chief executive Hemant Taneja; the firm incubated the company before backing it. Andy Lee, founder of a large existing service provider, serves as chairman. General Catalyst has previously incubated Kayak, Demandware, and Livongo.

PartnerHero acquisitionCompany announcementExcerpt

Announced October 2, 2024, from San Francisco, alongside Crescendo's $50 million financing. Crescendo acquired PartnerHero, a customer operations outsourcing provider whose clients included Airtable, Khan Academy, sweetgreen, Tom's Shoes, and Udemy. Price and terms were not disclosed. The deal added more than 200 customers and roughly 3,000 human-in-the-loop CX professionals to Crescendo, which had about 20 employees at the time, and extended operations across six continents. Crescendo described the combined business as EBITDA positive with more than $50 million in ARR, and characterized the transaction as the largest ever made in high technology by an early-stage company. Matt Price is chief executive of Crescendo; PartnerHero founder Shervin Talieh joined the Crescendo leadership team. Crescendo shipped its first AI-augmented platform in 2023 and is paid on delivered outcomes rather than for labor, which it contrasts with the deflection-based cost model used across the prior two decades of customer service technology.