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  1. Summation with Auren Hoffman
  2. Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource
Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman · May 19, 2026

Perplexity's CBO on AI agents, business leverage, and why curiosity, not coding, is the new key skill in the agentic era.

Frame AI Budgets as a Percentage of Payroll, Not as IT Spend

Companies should reframe AI spending not as a traditional IT cost but as a direct investment in amplifying human capital. This model views AI agents as 'digital workers' that provide leverage to every employee, justifying spend based on the ROI of the augmented workforce.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Curiosity, Not Technical Skill, Is Becoming AI’s Scarcest Resource

As AI makes implementation trivial, the primary differentiator for knowledge workers will be their curiosity and agency. The ability to envision new projects and ask novel questions becomes more valuable than the technical skill to execute, which can be delegated to AI agents.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Perplexity Used a Shared Slack Channel to Foster Collaborative AI Prompting

By launching their internal agent in a single company-wide Slack channel, Perplexity enabled employees to see each other's prompts and use cases. This created a powerful cross-pollination of ideas and accelerated learning on how to best leverage the new tool for collaborative work.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Senior Executives Are the Power Users of AI Agents, Not Junior Staff

Perplexity's data shows CEOs and senior executives are the most active users of their AI agent, 'Computer.' This cohort naturally understands how to delegate and orchestrate tasks, a skill that translates directly to managing a 'digital team,' challenging the notion that AI is primarily for automating junior-level work.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

The Core Human Skill in AI Is Giving Actionable Feedback on 'Taste'

Beyond simply correcting errors, the most valuable human contribution to AI will be providing feedback on subjective qualities like 'taste'. The ability to concisely express what you want to be different is a form of creativity and agency that AI relies on, moving human-in-the-loop from debugger to creative director.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Perplexity Found AI Ad Models Fail Because Users Inherently Distrust Them

Perplexity abandoned its advertising model after realizing that even if ads don't compromise organic results, users will always *perceive* them as corrupting the output. For a brand built on trust and accuracy, this perception issue was an insurmountable obstacle, regardless of the technical implementation.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Perplexity's Moat Is Orchestrating Specialized Models, Not Building One

Rather than competing to build a single foundation model, Perplexity's strategy is to be an 'aggregator orchestrator' that intelligently selects the best specialized model for any given task. This allows them to always offer the best performance without owning the underlying models, similar to how Kayak aggregates flights.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Agentic Commerce Is Overhyped; High-Value Purchase Research Is The Real Use Case

The true value of AI in commerce isn't in automating the final click to buy, as checkout is largely a solved problem. The significant user need is leveraging AI for deep research on high-consideration purchases. Facilitating the transaction is less valuable than providing trustworthy, comprehensive information.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

AI Product Usage Creates a Data Flywheel for Improving Search Accuracy

Perplexity leverages its user-facing product to improve its core search technology. When the LLM reasons through search snippets and selects which ones to cite in an answer, that selection process acts as a powerful signal to refine and improve the underlying search ranking algorithm for future queries.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago

Rigid Five-Year Career Plans Are Bad Advice in a Fast-Changing World

In an industry where business models and technologies shift every six months, creating a rigid five-year career plan is naive. It's better to focus on the next best step and remain adaptable. Presenting a long-term plan in an interview can signal a lack of awareness of the dynamic nature of the tech landscape.

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource thumbnail

Perplexity Chief Business Officer Dmitry Shevelenko: why curiosity is now AI’s scarcest resource

Summation with Auren Hoffman·a day ago