The Economics of AI Agents: How Startups are Rethinking Value and Monetization
For twenty years, software economics rested on one unit: a human, a login, a subscription. Agents break that unit. In this fireside chat, Vibhor Rastogi, Managing Director at Citi Ventures, will explore the emerging landscape of agentic pricing. The session will dissect the mechanics, trade-offs, and strategic implications of various monetization frameworks, including outcome, consumption, and productivity-multiplier. Drawing on observations from the venture ecosystem and how leading startups are experimenting with these models, Vibhor will discuss how founders can align their pricing with the actual value their agents deliver, without prescribing a single "correct" path. Founders will walk away with a framework for evaluating their own pricing strategies in the agentic era.
Key Takeaways:
Choosing a model is a strategic bet, not packaging. It requires robust technical infrastructure for real-time metering, clear audit trails for billing, and unambiguous definitions of "completed tasks" or "outcomes."
Outcome pricing needs an agreed, auditable definition of "success." Founders must identify the value metric that most closely correlates with their customer's success.
"Agent" is doing a lot of work as a word. Telling reasoning systems from orchestration is largely an evidence problem.
The optimal model depends heavily on the target customer segment (enterprise vs. SMB), the predictability of the agent's workflows, and the maturity of the product category. Experimentation and iterative feedback are essential.
About the speaker
Vibhor Rastogi:
Vibhor is a growth and private equity investor in enterprise software, including data/AI/ML. Vibhor's prior investing experience includes General Partner at SymphonyAI, a $1B mid-market AI focused private equity fund, and Investment Director at Intel Capital, Intel's global VC group investing $500M-$700M per year in startups globally. Vibhor has experience originating, structuring, and executing deals in North America, Europe, and Asia (China and India), and has investing experience in a variety of sectors. His exits include: iZettle (Fintech, acquired for $2.2B by Paypal); Venafi (cybersecurity, acquired for $1.2B by Thoma Bravo); Cloudgenix (SD-WAN, acquired by Palo Alto Networks for $460M); EazyTec (cloud computing and IoT in China, $1B IPO on the Shanghai stock exchange); Basis (smartwatch, acquired by Intel); Paxata (self-service data prep for big data and ML workloads, acquired by DataRobot); CareCloud (SaaS/digital health, acquired by Nasdaq: MTBC); and TOA (mobile field service, acquired by Oracle). During his investing career, Vibhor has served on multiple boards and has extensive corporate governance experience. Vibhor has also served as interim CEO/COO of portfolio companies and greatly enjoys helping companies with their growth strategy, sales strategy and operational execution of business plans. Prior to his investing career, he was a management and technology consultant at Deloitte. Vibhor has an MBA with High Honors from the University of Chicago Booth School of Business, where he won the Student Management Investment Fund scholarship, and an undergraduate degree in Civil Engineering from IIT Kanpur, where he won the Dean's Award for academic excellence. Outside of investing, he enjoys hiking, running, and non-fiction reading.
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