Forty-eight real prompts from four published Revenue Experts studies, the twelve question shapes behind them, the rules that keep a test fair, and the phrases that spoil one. Copy, fill in your category, run, record. Everything on this page is free and nothing you do here is stored or sent.
A buyer does not type a prompt. They type a question in their own words, about their own size of business, with no brand in it. Every question in this playbook is built from the same four parts.
The thing being bought, in the buyer's words, not the industry's. "POS system", not "unified commerce platform".
Who is asking: how many stores, technicians, employees. Assistants answer differently for 3 stores and 300.
The one thing that matters this time: a must-have feature, a problem, a comparison, a cost.
No company, product or competitor name. The moment you add one, you are no longer measuring what buyers see. You are measuring what you asked for.
These come from the public method behind our studies, RE-METH-AIV-003. Break one and your number stops meaning anything.
Not yours, not a competitor's. A branded question tests recall of a name, not visibility in a buyer's search.
Dates push the assistant toward news pages and away from the pages buyers are actually shown.
In ChatGPT and Claude, turn web search on before you ask. Perplexity searches by default. Without search you get memory, not the web.
ChatGPT, Claude and Perplexity read the web differently. One assistant is an anecdote. Three is a measurement.
Copy the full answer with its links into a document, dated. Answers change. Your record should not.
Named: your company appears in the text. Cited: a page on your own domain is linked as a source. They are different results. In one study, 14 answers used a company's own pages and never named it.
Each of these gets you an answer you will like and a number you cannot use.
Filter by who you are. Open a shape, copy it, fill the brackets in your buyer's words. Under each one are the exact questions from our four published studies, so you can see how the shape sounds in a real category.
The first question every buyer asks, and the one that decides whether you are in the room. No feature, no brand, just the category and the size of the business asking.
What are the best [category] for a [size, e.g. 50-person / 300-store / mid-size] [type of business]?
what are the best POS systems for a small independent convenience store?
What are the best tools for creating a tamper-evident audit trail of AI use across a regulated bank?
What are the best software platforms for running an HVAC company with 50 field technicians?
What are the best EAS systems for a mid-size retail chain trying to cut shrink across a few hundred stores?
Which companies are named. Whether yours is one of them. Whose pages are linked as sources.
Buyers who have been burned once ask for the one feature they cannot live without. If your site never says plainly that you do this, the answer will not say it either.
Top [category] for a [type of business] that [the one must-have, in the buyer's words]
top pos systems that handle lottery and tobacco age verification for corner stores
Top AI governance software for insurers that need to log and evidence AI decisions for regulators
Top all-in-one tools for scheduling and dispatching a plumbing crew
top tagging and detection vendors for an apparel chain that can run a source tagging program with our suppliers
Whether the must-have pulls in different names than the plain shortlist. Whose page explains the feature.
The buyer does not know your category exists yet. They describe what hurts. The pages cited here are the pages that win the next question too.
We keep [the problem, in plain words]. How do other [type of business] fix this?
we keep losing money to shrink and cash mistakes behind the counter how do I fix this
We can't prove to our internal auditors how employees are actually using AI assistants day to day and it's becoming a control gap. How do other regulated firms solve this?
We keep losing track of jobs and double-booking techs. How do other shops fix this?
We keep losing high-margin apparel to organized theft even with tags on the product, why does this keep happening at the front door?
Which pages are cited for the problem. Whether any of them are yours. What kind of page they are (guide, blog, product page).
One problem is one data point. Two different pains show whether the assistants reach for the same sources again, or for different ones.
[A different problem, first person, no product named]. What should we do?
my register cant keep track of thousands of items and I never know whats in stock what should I do
Staff keep pasting confidential client data into public AI chatbots and we have no record of it. What can a compliance team do to detect and evidence this?
My office staff spends all day taking phone calls and half the leads still slip through. What can we do?
Our detachers are getting defeated and thieves are pulling hard tags in the aisle, how do we stop this?
Same as the first pain. Compare the two lists of cited pages.
The buyer has narrowed to two ways of doing it and wants a verdict. Assistants love this question and answer it with confidence. The source they lean on becomes the expert.
[Approach A] vs [approach B] for a [type of business], which is better?
cloud pos vs old fashioned cash register for a bodega which is better
Is a dedicated audit-trail tool worth it, or are the logs our AI platform already keeps enough to satisfy an examiner?
All-in-one field service platform vs separate scheduling and invoicing tools, which is better for a mid-size trades company?
Acousto-magnetic vs radio frequency EAS tags for a large apparel chain, which is better for detection and cost?
Which approach the assistant backs. Whose page it cites for the verdict. Whether your site takes a position at all.
Pricing questions get answered with numbers, and the numbers come from somebody's page. If it is not yours, the buyer arrives with someone else's arithmetic.
[Pricing model A] vs [pricing model B], which costs less for a [type and size of business]?
flat monthly pos fee vs paying a percentage on every card swipe which costs less for a small store
For an AI governance and audit-trail tool at a mid-sized bank, which pricing model makes more sense: a flat annual license per seat, or usage-based pricing tied to the number of AI systems logged or interaction volume? We need to evidence AI use under OSFI E-23 and the EU AI Act without runaway costs as employee AI usage grows.
Flat monthly software fee vs paying per technician seat, which pricing model saves money as I add techs?
Buy EAS hardware outright vs lease or subscription across 300 stores, which pencils out better?
Whose pricing page or blog is cited. Whether the assistant quotes a figure, and from where.
The structural choice the buyer fears getting wrong: one provider for everything, or keep it open. The answer sets the frame for the whole evaluation.
Some [category] make you use their own [locked element], others let you keep your own. For an established [type of business], is locked-in or open better?
is a pos system locked to one credit card processor better or worse than one that lets me choose
Comparing deploying an AI governance record inside our own infrastructure versus a vendor cloud, which do auditors and privacy regulators prefer for confidential data?
Some field service platforms make you use their own payment processing and financing, others let you keep your own. For an established plumbing company, is it better to go with a locked-in all-in-one or keep things open?
should we get tags, pedestals and detachers all from one provider or keep it mixed so we're not stuck with one system's tags and detacher keys
Which way the assistant leans. Which vendors it names as examples of each side.
The owner's real question: is this worth it, and what does it actually cost. The answer that includes a cost breakdown gets trusted.
Should a [size] [type of business] buy [category] at all or stick with [the current way], and what would it really cost including [the hidden costs]?
is it worth paying for a convenience store pos system or should I just keep my cash register total cost breakdown
Does a mid-sized regulated insurer actually need to pay for a dedicated AI governance and audit-trail tool to satisfy model risk and record-keeping expectations, or can we handle it in-house? If we do buy, how does the total cost typically break down across licences, integration with our existing AI tools, hosting or deployment in our own infrastructure, and ongoing maintenance?
Should a 40-technician electrical company buy field service software at all or stick with spreadsheets, and what would it really cost including per-seat fees and setup?
is a full EAS rollout even worth it for us, what does it cost per store including pedestals, tags per unit, detachers, install and maintenance
Whether your company appears in a cost context. Whose page supplies the cost breakdown.
A category-specific mechanism the buyer needs explained. This is where a well-written explainer page earns citations for years.
How does [the requirement] work in [category], and what does it add to the cost?
how does ebt snap acceptance work on a store pos system and what does it cost
How is a tamper-evident, independently verifiable record of AI interactions actually produced for audit purposes, what role do hashing, digital signing and trusted timestamping each play, and what does it typically cost to put that kind of evidentiary logging in place?
How do recurring service agreements and memberships work in field service software, and what do they add to the monthly cost?
Can the same RFID tag be used for both inventory accuracy and loss prevention, how does that work and what does it add to the cost per tag?
Which explainer pages are cited. Whether yours exists, and whether it states the cost element.
Nobody writes the failure page, so the assistant cites whoever did. Downtime, lost connection, a false alarm on a paying customer: the edge case the buyer secretly worries about.
What happens to [the critical thing] if [the failure], and how are [type of business] supposed to handle that?
what happens to a cloud pos system when the internet goes down can I still ring up sales
If an examiner asks for the audit record of an AI interaction that was never captured because the logging system was down or an employee used an AI assistant on a personal device, how should a regulated firm handle that gap under model risk and AI record-keeping expectations, and what does a defensible failure and edge-case logging design look like?
What happens to scheduling, dispatch and customer history if the field service software goes down or a technician loses internet out on a job?
what happens when a cashier misses a tag and the pedestal alarms on a paying customer, how are stores supposed to handle that
Who answers the failure question. Whether any vendor page addresses it honestly.
The same shortlist question asked by the person who runs many sites. Different buyer, often different names in the answer.
As a [senior role] running [several locations or units], which [category] can [the multi-site need]?
best pos for an owner running three convenience stores who needs reporting across all of them
As a group compliance lead accountable for AI use across several regulated subsidiaries and business lines, I need one consolidated, tamper-evident audit trail of all AI interactions that satisfies OSFI E-23, the EU AI Act logging duties and ISO 42001 across every entity. Which type of AI governance tool can give me a single, independently verifiable record spanning multiple units rather than fragmented logs per subsidiary?
We run five branches in different cities and each one schedules its own crew. What software best handles dispatch and reporting across multiple locations?
as a VP of loss prevention running a few hundred stores in different formats, which tagging and detection providers can standardize one system across all of them
Whether the multi-site version names different vendors than the single-site shortlist.
The only question in the set that names a country. Support hours, payroll, tax, resupply: the condition that makes it real for the buyer.
Which [category] in [country] offer [the support or inclusion condition]?
which pos systems for US convenience stores include free hardware like a scanner and receipt printer with early morning support
As a federally regulated financial institution in Canada, what AI governance and audit-trail tools support OSFI Guideline E-23 model risk requirements and can keep all data resident in Canada?
Best field service management software for a US-based home services company that needs US-based phone support and works with US payroll and sales tax?
which EAS and RFID loss prevention vendors in the US offer nationwide service technicians and fast tag resupply
Whether the country filter changes the names. Whose page proves the condition.
The mention versus citation check records one question across the three assistants in your browser. The Lab adds one new check every Thursday. When you want the whole measurement done, saved and counted for you, that is the AI citation audit.
Record a question → Open the Lab → The citation audit, $1,495 →Sources. The 48 prompts are the frozen prompt sets of four Revenue Experts studies: POS systems for independent convenience stores (6 Sep 2026), AI governance and audit-trail tools for regulated firms (8 Sep 2026), field service software (19 Sep 2026), retail EAS and RFID loss prevention (26 Sep 2026); studies on the Revenue Experts blog. The twelve shapes and the six rules are from the public method RE-METH-AIV-003, Public Edition 1.0. The "14 answers" figure is from the convenience-store POS study. Nothing on this page is stored or sent anywhere.