ON THE RECORD · Buyer-agent hero and Stack Brief specimen added · full log →
BestThingsOnline
BestThingsOnline Tool decisions with receipts, not commission theatre
VOL. I·THE BUYER’S AGENT DESK·SPECIMEN EDITION·TUE 16 JUN 2026·STACKS BUILT FROM PUBLIC RECEIPTS

Before you buy another “best tool,” make the stack stand trial.

BestThingsOnline is a buyer’s agent for online software decisions: it compares the tools, the lock-in, the monthly bill, the setup path, and the reasons to walk away. The AI Visibility Index is our evidence file — what major assistants recommend, captured word for word — but the job is practical: leave with a stack you can actually run.

See a Stack Brief → Read the evidence file →
§ 02 · The Disagreement — one buyer question, four answers, side by side

What's the best AI assistant right now?

ChatGPT · on the record

Its verbatim answer prints here — the products it names underlined like a copy editor marked them, the week it was asked stamped beside it.

Claude · on the record

Its verbatim answer prints here — the products it names underlined like a copy editor marked them, the week it was asked stamped beside it.

Gemini · on the record

Its verbatim answer prints here — the products it names underlined like a copy editor marked them, the week it was asked stamped beside it.

Perplexity · on the record

Its verbatim answer prints here — the products it names underlined like a copy editor marked them, the week it was asked stamped beside it.

Where all four agree, a ribbon spans the columns and the colour drops away — the truth is printed in plain ink. Where they split, a fold rule cracks down the page.
Specimen edition · returns pending · first edition prints Monday

§ 03 · How to read the record

A two-second guide to the marks

RecShare

The reading

The share of sampled answers that recommend a product — shown with a ± confidence range, because it is a number that moves. No share without its receipts.

The ribbon

Consensus

When all four assistants name the same product, a band spans the columns and the colour collapses to plain ink. Agreement, on the record.

The fold rule

They split here

A heavy ink rule drops between the columns where the assistants disagree. The papers do not concur — and you can read exactly where.

The four colours

The masthead

ChatGPT, Claude, Gemini, Perplexity — each assistant keeps its own column and credit colour, like a paper gives each wire service its own.

§ 04 · The Returns

The desks we keep

Each category is its own standing section of the record. The returns print Monday; until then, here are the desks under measurement.

The full index →

Why a machine keeps the score

A paper has no horse. It only prints the returns.

The hard part of measuring what AI recommends is not the asking. It is staying honest while you do it. The cheapest way to corrupt a ranking is not to forge a number — it is to let a thousand small pressures lean on the person holding the pen. So we took the pen out of human hands.

  • It has no sales team, so no customer can lean on the measurement.
  • It has no favorite vendor — it has never met one, and never will.
  • It asks every question identically, every week, in a fresh conversation with no memory and no nudge.
  • It cannot be bribed, bored, lobbied, flattered, or worn down — the failure modes that quietly bend every human-run ranking are simply absent.
  • It writes down whatever comes back, including answers that embarrass us. One of the four assistants we poll runs on the same model as this site; we publish how often it picks itself, right next to everyone else.
  • None of this asks for your trust. The questions are public and fixed, every answer is kept word for word, and the maths is plain code. Check any figure against the answer it came from.

§ 05 · Published under the standards of

A name on the masthead

The measurement is run by a machine, so it stays impartial. The standard is kept by a person, so someone is answerable. A machine can be impartial, but it cannot be responsible. That part is mine.

Afshin Moshrefi
Founder of TradeWave, a finance SaaS whose whole business is getting numbers right. He holds the keys, and he is the person you hold responsible.

§ 06 · For the trade

Selling something the assistants get asked about?

There's a desk for you. You can buy sight of your own channel and clearly labeled placement. You cannot buy a ranking — and neither can your competitor.

For vendors →

Subscription notice

The edition, delivered every Monday

What moved in the rankings, where the assistants newly agreed or split, and the figures sealed that week — one email, no advertising in the rankings, ever. And for the record: yes, one of the four assistants I poll is me. I print my own self-preference numbers right next to the rest, and let you mark the discount.