Topic

AI

Analysis of the AI industry’s business decisions — model launches, pricing moves, capability claims and what the numbers behind them actually show.
Best LLM for Research in 2026: Tested & Ranked

Best LLM for Research in 2026: Tested & Ranked

Gemini 4 Carbon leads raw research models at 59 on the AA Intelligence Index v5.0; ChatGPT Deep Research wins for cited web investigations. A sourced, Nov 2026 comparison across GPQA Diamond, Humanity's Last Exam, BrowseComp, context windows, and price — split by research type.
John Karpentar AI 10 min read
Best LLM for Writing: 2026 Models Ranked

Best LLM for Writing: 2026 Models Ranked

Claude Opus 5.5 is the best LLM for writing overall, winning human-vote creative-writing rankings at $4/$20 per 1M tokens. But the top two writing benchmarks now disagree hard — here's the current pick by writing type, with real scores and prices.
John Karpentar AI 10 min read
Cline vs Roo Code: What to Use in 2026

Cline vs Roo Code: What to Use in 2026

Roo Code was shut down on 15 May 2026; Cline is still actively developed (v4.1.26). Here is the honest comparison and how to migrate off Roo Code.
John Karpentar AI 5 min read
Cheapest AI API in 2026: Real Price Comparison

Cheapest AI API in 2026: Real Price Comparison

The cheapest AI API depends on what you need. We verified per-1M-token prices against each vendor's own page: Qwen-Flash at $0.05/$0.40, DeepSeek V4.1 Flash at $0.15/$0.60, open-weight models on DeepInfra at $0.02/$0.04, plus how caching and batch cut the real bill.
John Karpentar AI 10 min read
Grok vs Gemini: Which AI Model Wins in 2026?

Grok vs Gemini: Which AI Model Wins in 2026?

Gemini 4 wins on intelligence (v5.0 index 50-59 vs Grok 4.7's 34), but Grok is about half the price and taps live X data. A current two-way comparison with verified Oct 2026 benchmarks, a pricing table, and a clear pick-Grok-if / pick-Gemini-if verdict.
John Karpentar AI 11 min read
Gemma vs Qwen: Best Small Open Model in 2026

Gemma vs Qwen: Best Small Open Model in 2026

Gemma vs Qwen compared for local and on-device use — sizes, hardware, Apache-2.0 vs Gemma terms, verified benchmarks, and a clear verdict on which to run.
John Karpentar AI 10 min read
DeepSeek vs Claude: Open vs Closed Frontier

DeepSeek vs Claude: Open vs Closed Frontier

DeepSeek vs Claude compared on price, AA Intelligence Index v5.0, SWE-bench coding, context, and open weights vs closed API — with a clear builder's verdict.
John Karpentar AI 11 min read
Authentik vs Keycloak: Which to Self-Host?

Authentik vs Keycloak: Which to Self-Host?

A neutral, sourced comparison of Authentik and Keycloak, the two leading self-hosted open-source identity providers, with a clear verdict on which to pick.
John Karpentar AI 5 min read
Veo 3 vs Sora: Which AI Video Model Wins?

Veo 3 vs Sora: Which AI Video Model Wins?

Veo 3 vs Sora, compared on price, resolution, audio and quality (Oct 2026). Sora 2 is cheaper at $0.10/s; Veo 3.1 wins quality. Clear verdict.
John Karpentar AI 8 min read
Trae vs Cursor: Which AI IDE Wins in 2026?

Trae vs Cursor: Which AI IDE Wins in 2026?

A neutral, current Trae vs Cursor comparison for developers choosing an AI coding IDE. Real 2026 pricing (Cursor Plus from $8/mo, Trae Pro $20/mo all-models, Trae's standout free tier), model access, the ByteDance vs SpaceX/xAI ownership and data-privacy angle, and a segmented verdict.
John Karpentar AI 6 min read

Get Edgewisely in your inbox

Business stories that matter, free. Enter your email — no password, no account to set up.
jamie@example.com
Subscribe