Knowledge & Perspective

Insights & Perspectives

Analysis, frameworks, and thinking from the Milestone AI Ventures team on AI investment, company building, and the future of intelligent systems.

Foundation model investment opportunities 2025
Investment Thesis

The Foundation Model Opportunity: Where We're Investing in 2025

December 15, 2025 12 min read

A deep analysis of the foundation model landscape, where the real moats are being built, and why we believe the best AI investments of this decade will happen at the infrastructure-application boundary rather than in the models themselves.

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LLM SEO guide for founders AI search optimization
Founder Advice

The New Front Door: A Founder's Guide to LLM SEO and AI Search

November 14, 2025 16 min read

Buyers are skipping Google and asking ChatGPT, Claude, and Perplexity for vendor recommendations — and LLM traffic converts at 30% vs. 5% for traditional SEO. A six-step playbook for AI founders on how to build visibility in the AI search era, from prompt targeting to Wikipedia strategy to technical LLM parsability.

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AI startup fundraising seed to Series A playbook
Founder Advice

From Seed to Series A: The Playbook for AI Startups in 2025

November 8, 2025 10 min read

The metrics, milestones, and narrative frameworks that separate AI companies that successfully raise Series A from those that don't. A practical guide built from our portfolio's experiences and what top-tier Series A funds tell us they are looking for.

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B2B software post-AI era survival analysis
Market Analysis

Will B2B Software Thrive or Die in the Post-AI Era?

October 28, 2025 15 min read

As foundation models expand up the stack and CIOs shift to "build" strategies, which B2B software segments will survive? We examine the first-mover vs. fast-follower debate, vertical AI as a defensible category, and what the historical record actually tells us about who wins technology transitions.

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Data infrastructure AI era investment thesis
Market Analysis

Data Infrastructure in the AI Era: A $200B Opportunity

October 3, 2025 11 min read

Why data infrastructure is the most critical and underappreciated investment category of the AI era. We explore the full stack from data collection and labeling to vector stores, data pipelines, and observability platforms that make enterprise AI possible.

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Product market fit framework for AI startups
Founder Advice

What Product-Market Fit Actually Means for AI Startups

September 12, 2025 11 min read

PMF is the most overused and most poorly defined phrase in startups. We define it rigorously — consistent customer success, measured with a leading indicator before churn data arrives — and explain why the distinction between early revenue and genuine PMF is the most important call an AI founder makes.

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Enterprise AI adoption barriers and opportunities
Enterprise AI

Why Enterprise AI Adoption Is Finally Hitting an Inflection Point

August 20, 2025 9 min read

After years of pilot projects and proof-of-concepts that never reached production, enterprise AI deployment is finally accelerating. We break down the four structural changes that are driving this shift and what it means for founders building in this space.

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AI safety investment thesis VC perspective
AI Safety

AI Safety Is Not a Tax on Progress — It's a Category-Creating Investment

June 5, 2025 13 min read

The conventional wisdom that AI safety research and commercial AI development are in tension is wrong. We make the case for AI safety as the most important emerging investment category in technology, with a $50B+ addressable market that most VCs are systematically underestimating.

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Enterprise AI Harvey Glean Sierra Cognition 2024
Market Analysis

Enterprise AI Adoption 2024: From Experiment to Deployment

November 5, 2024 15 min read

How Harvey ($100M·2024), Glean ($200M·2023), Sierra ($110M·2024), and Cognition ($175M·2024) are proving that enterprise AI has crossed the chasm from promising pilot to mission-critical deployment — and the five patterns that separate winners from failed pilots.

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ML infrastructure investment thesis Weights Biases Hugging Face Scale AI
Investment Thesis

The ML Infrastructure Investment Thesis: Why We Back the Picks-and-Shovels of AI

September 18, 2024 14 min read

Why Weights & Biases ($200M·2022), Hugging Face ($235M·2023), and Scale AI ($1B·2023) validate the ML infrastructure thesis — and how we identify the next generation of picks-and-shovels companies that will define how AI is built this decade.

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