Topic

AI

Analysis of the AI industry’s business decisions — model launches, pricing moves, capability claims and what the numbers behind them actually show.
A100 vs H100: Specs, Price and Which to Pick

A100 vs H100: Specs, Price and Which to Pick

Every A100 vs H100 comparison ranking on Google is published by a company that rents you GPUs. Here is a neutral one, built from NVIDIA datasheets and MLPerf results: the real dense-precision specs, the 1.7-4.3x speedup range, verified hourly pricing, and a straight verdict.
John Karpentar Chips 8 min read
Devin vs Claude Code: Which to Use in 2026?

Devin vs Claude Code: Which to Use in 2026?

Claude Code runs in your terminal and defaults to Opus 5.5; Devin runs as a hosted agent in its own cloud VM. We compare 2026 pricing, Terminal-Bench 4 benchmarks, setup, parallelism and enterprise security - with a verdict by team type.
John Karpentar AI 11 min read
Kilo Code vs Cline: Which to Pick in 2026

Kilo Code vs Cline: Which to Pick in 2026

Cline has 5.48M VS Code installs to Kilo Code's 1.58M. But the bigger story is that Kilo is no longer a Cline fork at all, and Roo Code is archived.
John Karpentar AI 6 min read
Zscaler vs Netskope: 2026 SSE Comparison

Zscaler vs Netskope: 2026 SSE Comparison

Zscaler runs $3.77B ARR to Netskope's $899M, but Netskope grows faster organically and leads on AI-agent governance. Neither publishes list pricing. A neutral, sourced comparison of architecture, cost mechanics, 2026 Gartner positioning and the CVEs both vendors would rather you missed.
John Karpentar AI 8 min read
Aider vs Claude Code: Cost, Models and Verdict

Aider vs Claude Code: Cost, Models and Verdict

One is free, open source and runs any model. The other is a paid Anthropic product that ships every week. Here is the cost and capability comparison nobody on page one has done properly.
John Karpentar AI 7 min read
Windsurf vs Copilot: 2026 Pricing and Verdict

Windsurf vs Copilot: 2026 Pricing and Verdict

Windsurf was renamed Devin Desktop in June 2026. Here is how it compares with GitHub Copilot on current pricing, models and multi-agent workflow.
John Karpentar AI 5 min read
H200 vs B200: Specs, Real Benchmarks and Cost

H200 vs B200: Specs, Real Benchmarks and Cost

B200's real advantage over H200 is 1.6x to 2.3x, not the 4x NVIDIA's FP4 headline implies. Verified specs, MLPerf results at matched precision, and current rental prices.
John Karpentar Chips 9 min read
vLLM vs SGLang: How to Pick an Inference Engine

vLLM vs SGLang: How to Pick an Inference Engine

vLLM uses PagedAttention and hash-based prefix caching. SGLang uses a radix tree. That one difference decides which engine suits your traffic, and it is not something a benchmark run on someone else's GPUs can tell you.
John Karpentar AI 6 min read

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