More issues

Grok API Pricing: Full 2026 Cost Breakdown

Grok API Pricing: Full 2026 Cost Breakdown

The Grok API costs $2 per 1M input and $6 per 1M output tokens for grok-4.7 - but long-context tiers, live-search tool fees, and a US surcharge move the real bill. Here is the full cost breakdown, a cross-vendor comparison, and a clear price-vs-performance verdict.
John Karpentar AI 10 min read
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 9 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
Tailscale vs WireGuard: What's the Real Difference?

Tailscale vs WireGuard: What's the Real Difference?

WireGuard is a VPN protocol; Tailscale is a managed mesh built on it. We compare raw WireGuard, Tailscale's coordination layer, and self-hosted Headscale on speed, security, NAT traversal, and cost.
John Karpentar Engineering 7 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
Top 7 Message Queue & Event Streaming Tools in 2026

Top 7 Message Queue & Event Streaming Tools in 2026

A skeptical comparison of the seven leading message queue and event streaming platforms in 2026: Apache Kafka, RabbitMQ, Redpanda, Apache Pulsar, Amazon SQS, NATS and Apache ActiveMQ. Deployment models, licensing, real pricing, honest pros and cons.
John Karpentar Roundups 11 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