Siddharth Ramakrishnan

Writing

Topic Guide · 9 essays

AI Economics

Labor, pricing, discovery, safety institutions, and adoption.

Once models work, the interesting questions stop being purely technical. They become questions about prices, incentives, trust, labor substitution, safety institutions, and who captures the upside.

This guide groups essays that look at AI as an economic and institutional force rather than just a capability curve. The goal is to understand how AI gets priced, distributed, and governed in the real world.

Title card for "Academic SEO Is Coming" about As answer engines become the discovery layer for science, papers will compete for model-mediated attention.

Academic SEO Is Coming

February 19, 2026

An experiment on how ChatGPT and Claude surface research papers, and why AI-mediated discovery will change what gets read and cited.

Title card for "The Labor Substitution Mirage" about Targeting labor spend looks like a huge market until every company tries the same playbook.

The Labor Substitution Mirage

June 23, 2025

Why pricing AI against labor replacement looks compelling now but may break down as competition and commoditization spread.

Title card for "The Pricing Ladder" about Exploring the challenges and opportunities of outcome-based pricing in the AI and software industry, including the transition from traditional pricing….

The Pricing Ladder

September 19, 2024

Exploring the challenges and opportunities of outcome-based pricing in the AI and software industry, including the transition from traditional pricing…

Title card for "The Case Against Humanoids" about Why the economics of commercial robotics favor purpose-built machines over bipedal generalists.

The Case Against Humanoids

March 2, 2026

Humanoid robots attract capital and attention, but specialized robots usually win on cost, reliability, and deployment economics.

Title card for "A New Era of UGC" about If answer engines stop sending traffic, the economics of producing fresh human content start to change.

A New Era of UGC

February 2, 2025

As answer engines replace search clicks, fresh human-created content and labeled data become more valuable and harder to sustain.

Title card for "Code Review Interviews" about If AI can solve LeetCode, interviewing should test reasoning about code instead of puzzle memorization.

Code Review Interviews

August 1, 2025

Why coding interviews should move from LeetCode puzzles toward code review and explanation in the age of AI.

Title card for "Independent AI Red Teams" about A deep dive into the importance of independent AI safety organizations and their role in advancing ethical, secure AI development.

Independent AI Red Teams

November 20, 2024

A deep dive into the importance of independent AI safety organizations and their role in advancing ethical, secure AI development

Title card for "Dall-e and Photography" about Discover how Dall-e and similar AI technologies are influencing the world of photography and creative arts.

Dall-e and Photography

August 29, 2022

Discover how Dall-e and similar AI technologies are influencing the world of photography and creative arts.

Title card for "Kindle AI Slop" about A critique of Amazon's Kindle ad testing, discussing the use of AI for cover variants and the need for better QA to avoid consumer trust issues caused by….

Kindle AI Slop

September 20, 2024

A critique of Amazon's Kindle ad testing, discussing the use of AI for cover variants and the need for better QA to avoid consumer trust issues caused by…