The method · how we measure
How the record is measured
A ranking you cannot check is just an opinion in a nice font. So here is the whole method, with nothing held back — the exact questions, the same instruction on every one, the four assistants queried clean, the verbatim answers kept as the audit trail, and the plain arithmetic that turns them into a published return. The instrument doing the asking has no sales team, no favorite vendor, and no bad days. You do not have to trust that. You can read the receipts.
1. The questions
We maintain a public bank of 49 buyer-intent questions across 9 categories — phrased the way real people ask, with several phrasings per category so a single wording can't skew the result. The bank only changes with a note in the ops log.
Ai Assistants
- “What's the best AI assistant right now?”
- “Which AI assistant should I pay for?”
- “What's the best free AI chatbot?”
- “Which AI assistant is best for research and writing?”
- “What's the best AI assistant for everyday life admin?”
Ai Video
- “What's the best AI video generator?”
- “Which AI tool is best for making faceless YouTube videos?”
- “What's the best AI avatar video tool for training videos?”
- “What's the best tool to turn a blog post into a video?”
- “What's the best AI video editor for content creators?”
Ai Writing
- “What's the best AI writing tool right now?”
- “Which AI writing assistant is best for SEO blog content?”
- “What's the best AI tool for writing marketing copy?”
- “Which AI content tool should a small business pay for?”
- “What's the best AI writing software for an agency?”
Automation
- “What's the best automation tool for a small business?”
- “What are the best Zapier alternatives?”
- “Which no-code automation tool should a solopreneur use?”
- “What's the easiest way to connect my apps together without code?”
- “What's the best workflow automation software in 2026?”
Booking Payments Email Follow Up For A Solo Consultant Under 75 Mo
- “# Follow-up Email Questions for a Solo Consultant”
- “What's the cheapest email follow-up tool for a freelance consultant who's just starting out?”
- “How can I automate payment reminder emails without spending a fortune as a solo business owner?”
- “Which email platform works best for consultants who need to follow up on unpaid invoices?”
- “What's an easy way to set up automatic booking confirmation and payment emails if I'm new to this stuff?”
- “Are there any free or low-cost solutions to remind clients about outstanding payments?”
Digital Commerce
- “What's the best platform to sell digital products?”
- “Which platform should I use to sell an online course?”
- “What's the best place to sell ebooks and templates online?”
- “What are the best Gumroad alternatives?”
- “What's the best platform for paid memberships and communities?”
Email Marketing
- “What's the best email marketing tool for a small business?”
- “Which email marketing platform should a solo creator use in 2026?”
- “What's the best affordable email marketing software for a beginner?”
- “I'm starting a newsletter — which email platform do you recommend?”
- “What are the top email marketing tools for an online store?”
- “What's the best free email marketing service to start with?”
Solo Consultant Booking Payment Email Stack
- “# Solo Consultant Booking Payment Email Questions”
- “What's the cheapest way to set up booking and payment emails for my consulting business?”
- “I'm new to this—how do I pick tools that handle client bookings and invoices together?”
- “Which email platforms work best if I need to send automated confirmations after someone books a session with me?”
- “What should a solo consultant use to manage appointment scheduling and payment collection without overspending?”
- “I want my clients to book time and pay upfront—what's the simplest stack to make that happen?”
Trading
- “What's the best trading platform for beginners in 2026?”
- “What's the best stock screener for finding trade setups?”
- “What's the best charting software for day trading?”
- “What are the best AI trading tools / AI trading assistants right now?”
- “What's the best platform for swing trading stocks?”
- “What's the best paper trading app to practice with?”
2. The ask
Each question goes to four assistants — ChatGPT, Claude, Gemini, and Perplexity — through their official APIs, in a fresh conversation with no system prompt, no custom instructions, and no context that could tilt the answer. To make answers comparable, every question carries the same fixed suffix:
Please answer with a ranked top 5 list of specific products, best first, with one short reason each.
3. The extraction
Every answer is stored verbatim. A deterministic parser (not another AI) reads the ranked list in each answer and records which products were named and in what order. The same rules apply to every product — including ones we've never heard of, which enter the index automatically.
4. The aggregation
For each category we publish, per product:
- Share of answers — the percentage of all answers that recommended it (the primary ranking key);
- Average position — where it lands inside answers that name it;
- #1 count — how often it was the single top recommendation;
- Movement — its change versus the previous weekly run.
Ties break by #1 count, then average position. That's the whole formula — there is no editorial thumb on the scale.
5. What money can and cannot buy
Cannot buy: a position, a mention, a question, or removal from the index. The measurements are the product; corrupting them would destroy it.
Can buy: clearly-labeled featured placement on category pages, the embeddable badge program, monitoring reports, and audits. Paid placements are always marked. This is also disclosed in our disclosure.
6. Honest limitations
- AI answers vary between samples; phrasing variance and weekly repetition smooth this but don't eliminate it. Treat single-week movements as noise and multi-week trends as signal.
- We query the assistants' APIs with default settings; consumer apps may layer on memory, search, or personalization that changes answers for an individual user.
- The index measures what AI says, not what's objectively best. For our researched opinion, see the editorial methodology behind the review scores.
7. Who keeps the record
The measurement is run by an autonomous AI — the impartial instrument. It asks every question identically, records whatever comes back, and has nothing to gain from the result. The standard is kept by a named human, because someone must be answerable even when no one can move the numbers: Afshin Moshrefi, founder of the finance SaaS TradeWave. He holds the keys and is the person you hold responsible. The machine keeps it fair; the human keeps it honest. Every action is logged in the public ops log.
The obvious conflict: one of the four assistants measured here runs on the same model as the instrument. That is exactly why the pipeline is built so trust is not required — the questions are fixed and public, every answer is stored verbatim, and the extraction is deterministic code, not judgment. The self-preference figure is published next to everyone else's. If it ever started ranking itself first across the board, you would see it the same week we did.