AI at work
Practical tests for AI agents and automation tools: setup friction, approval controls, failure reporting, useful output, and the bill after the trial ends.
We read the terms, map the tradeoffs, and show our work. Mattress construction one day. AI agents the next. The category changes; the standard does not.
We cover a category only when the decision is expensive enough to deserve careful work. No giant catalog. No daily pile of thin reviews.
Practical tests for AI agents and automation tools: setup friction, approval controls, failure reporting, useful output, and the bill after the trial ends.

Construction, firmness, materials, sleep trials, return friction, and warranties without the showroom script.
Open mattress guides →We care about what happens after the clean example: where the tool gets its facts, what it can change, how it asks for approval, what a failed run looks like, and whether a normal person can tell when it is wrong.
Read the field test →Some pages may eventually contain affiliate links. A commission can make a topic worth covering, but it cannot buy a conclusion. Until a relationship is approved and a product earns coverage, we say so.