Synthesis, not opinion.
"We'd rather show you an honest gap than a confident guess."
When Maddi reviews a product, she doesn't write an opinion. She reads dozens of real reviews — working photographers, long-term owners, technical testers — and distills where they agree, where they disagree, and what they actually complain about after six months. The card you see is that synthesis: claims with sources behind them, not one more voice in the pile.
Sometimes there isn't enough real review material to synthesize. When that happens, we don't pad the card, borrow adjacent products' praise, or let a model improvise. The card simply doesn't ship until the evidence does. Every threshold in our pipeline is built the same way: when the data is thin, the system says so — loudly, to us — instead of quietly lowering the bar.
Machines do the reading, the sorting, and the assembling. They do not do the publishing. Every card on this site passed through human review before it went live, and human judgment is final in our system — the software is literally built so that a machine cannot overrule a person's ruling on a product's identity or its card.
We're starting with camera gear because it's what we know deeply — decades behind the lens, not a category chosen by market size. Depth first, then breadth. When Maddi expands, it will be into verticals we can hold to the same standard.
How we handle your searches — and why your queries never leave your device — is its own page: Our Mission.