Reviews
Independent evaluations of security tooling and architectures — what each category genuinely does well, and where it falls down.
AI video has moved from novelty to production tool for specific shot types. Here is what each category delivers, and an honest account of duration, consistency, physics and cost limits.
Free AI tiers are more capable than they were, but every one of them has a wall. Here is what you actually get, where it stops, and what you pay in data instead of money.
Which AI agents work, which are demos, and how they fail. Coverage of coding agents, computer-use agents, research agents and the frameworks underneath, plus an evaluation checklist.
Aesthetics are no longer the deciding factor between image models. Prompt adherence, editing quality, workflow integration and — above all — commercial licensing are what separate them.
Eight AI coding tools assessed against criteria that matter in real repositories: context handling, agent reliability, review workflow, and cost predictability.
Perplexity sits between a search engine and a chatbot. After extended use, here is where the answer-engine model earns its keep and where it quietly falls short.
Llama, Mistral, Qwen, DeepSeek and Gemma dominate the open-weight landscape, but their licenses differ sharply. Here is what each family is good for, what the license actually permits, and what hardware you need.
We help companies pick the right AI tools, wire them into existing systems and avoid the ones that quietly do not scale. Tell us what you are trying to build and we will tell you what we would use — no charge for the conversation.
The AI signal without the hype — new models, tools worth your time and what actually shipped. One email, no vendor pitches.