Blog

A researched look at Sistava alternatives, ranked by how deep each one goes in the single job you actually need finished rather than how many roles it advertises.

Flamingo AI charges $1 per device per month with 10M AI tokens included. Here is what the sticker leaves out: the token meter, the Gen escalator, and the device count.

Vellum's price card opens at $30/mo and never shows its free tier. Here's the full rate card, why the packages carry no discount, and what drives the bill.

Flamingo AI bills $1 per device and says it replaces your stack rather than integrating with it. I compared 8 alternatives on price, AI autonomy, and lock-in.

An AI employee owns an outcome instead of answering a question. Here is what that means in practice: real roles, the access it needs, who checks its work, and what it costs.

AI teammates are scoped AI hires that own a queue and hand back finished work. Here is the definition, how they differ from agents and copilots, and how to buy.

The best AI employee is the one that closes a job with no human touching it. I ranked 10 tools by where the work actually stops, with every price checked.

Ten tools sold as AI teammates, compared on the thing that decides the purchase: whose queue they own, what they do when unsure, and how they bill.

Shieldstral ties a 20B model on text safety at 3B. The top four guard models sit inside 1.6 F1 points, so what actually picks your guard is hosting, licence, reasons, and how many calls one message costs.