A platform tells you you're invisible. It doesn't make you visible.
AI-visibility software is useful, cheaper than a retainer, and more neutral than any agency's own reporting — ours included. It also stops exactly where the work starts. Here's the line.
No lock-in · you own every account and all your data · we tell you when we're not a fit
The short answer
Monitoring platforms and implementation teams sit at different layers, so comparing them on price is comparing a thermometer to a doctor. A platform gives you continuous, vendor-neutral measurement across engines — genuinely valuable, and more trustworthy than numbers marked by the same people doing the work. What it doesn't do is restructure your catalog, write the attribute schema, correct your Amazon browse nodes, or earn corroboration on sites you don't own. If you already have a team to act on the data, a platform plus that team is an excellent and cheaper setup, and you should do that. If you don't, a subscription buys you a very precise description of your problem.
The case for a geo platform
What geo platform genuinely gets you.
Stated in its own best terms, because a comparison that can't do that isn't worth reading.
Real advantages
- Continuous monitoring across engines, for a fraction of a retainer.
- Vendor-neutral numbers. Measurement from someone with no stake in the work is structurally more trustworthy than ours — that's a real advantage over any agency, including us.
- Good at trend over time, which is the shape that actually matters in AI visibility.
- Excellent if you already have execution capacity and only lack visibility.
- Cheap way to find out whether you have a problem before committing to spend.
Where it stops working
- Measurement is not remediation. The fix list arrives; implementing it is still yours.
- Most track brand mentions rather than product recommendations — useful for marketing, but it won't tell you whether your SKU gets picked over a rival's.
- Amazon and Rufus are usually out of scope, which leaves out half the shelf for most merchants.
- Someone still has to know what to do about "GTIN coverage is 63%" — the number isn't the plan.
- Dashboards create the feeling of progress without the fact of it. Watching a flat line monthly is a common and expensive failure mode.
Side by side
The trade, dimension by dimension.
Where the other column is genuinely stronger, it says so.
The honest fork
Which one you should actually pick.
Most comparison pages conclude that you should buy from the author. Here's the real split.
Don't hire us
Pick a geo platform when…
- You have an execution team — in-house or agency — and what you're missing is visibility, not hands.
- You specifically want measurement that isn't produced by whoever does the work. That's a sound instinct and a platform serves it better than we can.
- You want to establish whether you have a problem at all before spending on fixing one.
- Your gap is knowing, not doing. Buying implementation to get a dashboard is the expensive way round.
- Budget only stretches to one of the two right now. Measure first — you can't prioritise work you can't see.
Talk to us
Bring us in when…
- You already know you're invisible in AI answers and need it changed, not confirmed.
- Your gap spans Amazon and Shopify, not just the answer engines a platform covers.
- You need SKU-level truth — whether this product gets recommended — not whether your brand got mentioned.
- You have a fix list from a platform and nobody with the time or the skill mix to work through it.
- You'd rather buy the outcome than the instrument.
Cost
How the money actually compares.
These aren't substitutes
One measures, one changes things. A platform subscription and an implementation engagement are complements, and any comparison that puts their monthly prices side by side is comparing the wrong quantities. The real question is which constraint you're under: not knowing, or not doing.
Bring your own measurement — please
If you already pay for an AI-visibility platform, keep it. We'll work against its numbers rather than ours, and you get an independent scoreboard on our work. That's a better arrangement for you than trusting our reporting, and we'd rather be measured by a referee we don't control.
What our measurement adds
Product-level rather than brand-level, Amazon and Shopify alongside the answer engines, and revenue attribution rather than citation counts. Our methodology is published in full precisely because we're marking our own homework — and realistic citation-rate expectations are written up in the Commerce GEO benchmark so you can sanity-check anyone's claims, including ours.
Questions we get a lot.
Do I need an AI-visibility platform and an agency?
Often the best setup is a platform for neutral measurement plus someone to do the work — and if you have an execution team already, the platform alone is enough. What rarely works is buying implementation purely to get reporting, or subscribing to a dashboard when the real constraint is that nobody has time to act on it.
Isn't your own reporting a conflict of interest?
Structurally, yes — any agency reporting on its own results has one. Two things we do about it: our measurement method is published so you can reproduce it, and we'll happily work against your platform's numbers instead of ours. If you want a referee we don't control, that's a reasonable thing to insist on.
Can't I just check ChatGPT myself?
You can, and you should — it's the fastest reality check available. Do it on a consistent panel of real buying questions rather than ad hoc, because answers vary between sessions and single checks mislead badly. The method is written up in how to run an AI citation audit, and our free AI Shelf Check runs a panel for you.
Why won't you guarantee a citation if you're measuring it?
Because the engines are non-deterministic: the same question can return different answers in different sessions, and no vendor controls the model. Anyone guaranteeing a ChatGPT or Perplexity placement is selling certainty that doesn't exist. What's honest is showing live prompts where a brand moved, and reporting the trend.
Still deciding
The other options you're probably weighing.
Hiring in-house
In-house is the better end state. It is rarely the better next 90 days. Here is the actual trade — including the cases where you should stop reading and post the job.
CompareDIY with apps
A fair question, and the honest answer disqualifies most of what agencies sell. Turning the features on is free and genuinely doable. Being the product an assistant recommends is not the same job.
CompareYour current agency
Your incumbent knows your business, and adding a workstream there is genuinely lower friction. Whether they can do this work is a question with a specific, testable answer. Here are the questions.
CompareAlready decided on an agency and just vetting them? How to tell a real agentic-commerce agency from repackaged SEO →
Start with the free version.
Run the AI Shelf Check and see whether assistants recommend you or a competitor today. No call required — and if the result says you don't need us, we'll say so.