Topic

AI

Analysis of the AI industry’s business decisions — model launches, pricing moves, capability claims and what the numbers behind them actually show.
Top 7 AI Image Generation Platforms in 2026

Top 7 AI Image Generation Platforms in 2026

The leading AI image platforms in 2026 — Google, OpenAI, Midjourney, Black Forest Labs, Adobe, Ideogram and Recraft — compared on model quality, pricing, licensing and who carries the copyright risk.
John Karpentar Roundups 12 min read
OpenAI Now Sells the Harness

OpenAI Now Sells the Harness

How the Agents API turns Codex's orchestration layer into a product — and quietly makes OpenAI the runtime for everyone else's agents.
John Karpentar AI 6 min read
Top 7 Enterprise AI Search Platforms in 2026

Top 7 Enterprise AI Search Platforms in 2026

For platform, IT and data teams choosing where corporate knowledge retrieval lives. Amazon closed Kendra to new customers, Microsoft moved agentic retrieval to GA, and Glean raised at a $7.2B valuation. Seven platforms ranked, with real pricing and real limits.
John Karpentar Roundups 13 min read
Harvey's $15.5 Billion Compliance Product

Harvey's $15.5 Billion Compliance Product

How a legal AI company nearly doubled its valuation in six months by selling capacity, not efficiency, to the billable hour.
John Karpentar AI 5 min read
Cognition's $48 Billion Coding Bet

Cognition's $48 Billion Coding Bet

How an autonomous coding agent nearly doubled its valuation in four months — and what a 53x multiple assumes about the future of engineering work.
John Karpentar Startups 6 min read
Top 7 Intelligent Document Processing Platforms in 2026

Top 7 Intelligent Document Processing Platforms in 2026

A practical comparison for teams automating invoices, claims, forms and contracts — and a category that changed hands in 2026, with Coupa buying Rossum and UiPath folding its document stack into a single product.
John Karpentar Roundups 12 min read
Open Weights Won the Tokens, Not the Money

Open Weights Won the Tokens, Not the Money

How open-weight models reached a third of production traffic while collecting almost none of the revenue — and why that split is the equilibrium rather than a stage on the way to one.
John Karpentar Opinion 6 min read
Gemini 3.8 Flash Cyber Picks Its Defenders

Gemini 3.8 Flash Cyber Picks Its Defenders

How Google's decision to gate its most capable security model behind a vetted-defender program redraws the line between what an AI can do and who is allowed to do it.
John Karpentar AI 6 min read

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