Topic

AI

Analysis of the AI industry’s business decisions — model launches, pricing moves, capability claims and what the numbers behind them actually show.
DeepSeek vs Gemini: Open Weights vs Frontier

DeepSeek vs Gemini: Open Weights vs Frontier

DeepSeek vs Gemini compared: cheap MIT open-weight models vs Google's multimodal frontier. Dated Oct 2026 benchmarks, pricing, and a clear verdict.
John Karpentar AI 8 min read
Qwen vs Llama 2026: Best Open-Weight LLM

Qwen vs Llama 2026: Best Open-Weight LLM

Qwen3.8 Max vs Meta's Muse Spark Open (the Llama successor): benchmarks, licenses, self-host cost and a verdict by use case. Verified October 2026.
John Karpentar AI 10 min read
Grok vs Claude: Which to Pick in 2026

Grok vs Claude: Which to Pick in 2026

Grok 4.7 vs Claude Opus 5.5: benchmarks, pricing, coding and agents. Claude leads on quality, Grok wins on price. Which to pick, by use case.
John Karpentar AI 9 min read
Best Embedding Model in 2026: RAG Picks

Best Embedding Model in 2026: RAG Picks

A sourced comparison of the best embedding models for RAG and semantic search across OpenAI, Google, Cohere, Voyage and open-weight options like Qwen3 and BGE-M3 — dimensions, price per 1M, MTEB scores and a clear verdict on which to pick.
John Karpentar AI 10 min read
DeepSeek vs Qwen: Which Open Model Wins?

DeepSeek vs Qwen: Which Open Model Wins?

DeepSeek or Qwen? A head-to-head on verified benchmarks, real per-token pricing, MIT vs Apache licenses, and a clear verdict on which open-weight model to pick for coding, agents and self-hosting.
John Karpentar AI 11 min read
GPT-6.1 Terra: Price, Benchmarks, Verdict

GPT-6.1 Terra: Price, Benchmarks, Verdict

OpenAI's GPT-6.1 Terra is a fast, cheap agentic model built for computer use and coding, priced at $1 per 1M input and $5 per 1M output with a 1.1M-token context. Here is what the benchmarks show, how it stacks up against Claude Opus 5.5 and Gemini 4 Argon, and whether it should be your default for
John Karpentar AI 9 min read
Anthropic IPO: What the S-1 Really Reveals

Anthropic IPO: What the S-1 Really Reveals

Anthropic filed its S-1 ahead of a Nasdaq IPO under ticker ANT, disclosing $16.3B in first-half 2026 revenue and an $80.7B net loss. We read the filing, separate the accounting from the cash, and explain what it means if you build on Claude.
John Karpentar AI 8 min read
Cline vs Continue: Which to Pick in 2026

Cline vs Continue: Which to Pick in 2026

Cline vs Continue compared on what they are, model support, pricing and maintenance. One is now unmaintained — here's which coding agent to pick.
John Karpentar AI 5 min read

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