The Tadow blog
How-to guides, methodology and comparisons on AI visibility for Shopify DTC brands: how to find out what ChatGPT says about your products, fix your catalog, prove AI-influenced revenue, and choose between a tool and an agency.
Comparisons
14 articlesThe best AI visibility tools in 2026, compared on what they actually do
Twelve tools, their public pricing, engine coverage and what each one really does for an ecommerce brand. Read on vendor pages on 16 September 2026.
4 min readPeec AI alternatives in 2026: pricing, product coverage and where it fits
Peec AI is the European prompt tracker with a Shopify catalog import. Here is its public pricing, what its shopping module covers, and when to look elsewhere.
3 min readBest Profound alternatives in 2026: what their pricing page actually says
Profound publishes no price. Here is what their plans really include, what their shopping module covers, and which alternatives fit a DTC brand better.
3 min readAI visibility tool pricing in 2026: the real numbers
From $20 to $800 a month, with several vendors publishing nothing at all. Here is the full grid as of 16 September 2026, plus the billing traps to watch for.
3 min readProfound vs Peec AI vs Tadow in 2026: which fits a Shopify brand
Three products, three approaches to AI visibility. Here are the verified differences, including the ones that do not favour us.
3 min readOtterly AI review 2026: the cheapest entry point, and what it leaves out
Otterly starts at $29 a month, the lowest entry in the category. Here is what that plan actually contains, where the add-ons kick in, and who it fits.
2 min readScrunch AI review 2026: what the Core plan includes, and what it does not
Scrunch publishes a $250 Core plan. Here is what it actually contains, what is gated to Enterprise, and what the Sitecore acquisition changes.
2 min readSemrush AI Toolkit vs Ahrefs Brand Radar in 2026: which is best
Your SEO suite added an AI visibility module. Here is what each one measures, the real caps, and when a dedicated tool earns its price.
3 min readBest enterprise GEO platforms in 2026 vs what a DTC brand needs
Four platforms built for large organizations. Their pricing where it exists, their commerce coverage, and what a mid-sized DTC brand actually gets from them.
3 min readBest budget AI visibility tools in 2026: Rankscale, Promptwatch and Gauge
Under $100 a month the options are real, and mostly European. Here is what each one gives you, and exactly where each one stops.
3 min readThe best free AI visibility checkers in 2026: Semrush, Ahrefs and the rest
Several vendors now offer a free AI visibility check. Here is what each one measures, where the free tier stops, and how much you can conclude from it.
3 min readBest GEO tools in 2026, sorted by the job they actually do
Prompt trackers, technical auditors and attribution tools solve different problems. Here is the map, sorted by job to be done rather than by marketing claim.
3 min readAI SEO software for agencies: the 8 best tools in 2026, compared
Tadow, Rankability, SE Ranking, Search Atlas, Semrush, Peec AI, Goodie and Ahrefs Brand Radar, read on each vendor's own page. The right pick depends on one question: what do your clients sell?
10 min readRankability alternatives in 2026: pricing, AI tracking and ecommerce coverage
Rankability sells itself as AI SEO software for agencies and shows no price on its pricing page. Here is what it covers, read on its own pages, and which alternative fits which kind of agency.
5 min readAgency or software
9 articlesWhat a GEO agency costs in 2026: published rates, not market estimates
We loaded 24 US agency sites and three 2026 directories. Six published a price. Here is every figure we found, and why so few publish one.
4 min readBest GEO agencies in 2026: how to shortlist when nobody publishes a price
There is no credible ranking of GEO agencies, and the 2026 directories prove it. Here are the seven questions that separate a real practice from a renamed SEO offer.
3 min readAI search optimization agency or software: which blocker are you solving
The debate is framed wrong. An agency and a tool solve different blockers, and the order you buy them in decides your bill.
3 min readHow to vet an AI SEO agency: 12 questions before you sign
The most expensive click in the category often leads to a renamed SEO offer. Twelve questions that expose the difference inside one call.
3 min readDoes a GEO agency need to be local? What proximity actually buys
Searches for a GEO agency by city are climbing. Here is what working with a nearby firm genuinely changes on this particular job, and what it does not.
3 min readBest AEO agency in 2026? What the engagement includes, line by line
AEO is now a service line at most agencies. Here is what the engagement actually contains, item by item, and which items software already does.
3 min readGEO consultant vs platform: where the crossover actually sits
A consultant costs less than an agency and brings real expertise. Here is where the crossover between a one-off engagement and a permanent tool actually sits.
3 min readBest GEO agencies in 2026: the transparency ranking
We loaded 24 US GEO and AEO agency sites and scored what each one actually publishes. Here is the ranking, the criteria, and how to get listed.
5 min readBest SEO agencies in 2026: who publishes a price in the US and UK
We read 53 agency sites across the US and UK. Most publish no price at all, and the numbers you find quoted online are usually not prices.
10 min readHow-to guides
17 articlesHow to know if ChatGPT recommends your products
Manual testing only gets you so far. Here is how to reliably find out whether ChatGPT recommends your products instead of your competitors'.
3 min readHow to check what Perplexity and Gemini say about your brand
Most brands only check ChatGPT, but Perplexity and Gemini have their own citation habits that can look completely different.
3 min readWhy competitors appear in ChatGPT and your brand doesn't
It's almost never random. Here are the most common causes, and how to move from noticing the gap to fixing it.
3 min readDoes AI recommend your products or Amazon's
Amazon has a natural edge in AI answers, but that doesn't mean a DTC brand can't compete for the recommendation.
3 min readHow to optimize your Shopify product page to get recommended by AI
A great product still gets skipped by AI if its Shopify page sends the wrong signals: here's how to fix it step by step
2 min readHow to fix what AI gets wrong about your products
An AI can recommend your product while getting the material or price wrong: here's how to spot and fix those errors
2 min readHow to allow AI crawlers on your Shopify store
An overly restrictive robots.txt file can make an entire Shopify catalog invisible to AI, before you even fix a single page
2 min readHow to get AI to re-crawl your product page after a fix
Publishing a fix isn't enough: the AI still has to re-read it, and that invisible lag can be managed with the right levers
2 min readHow to become the brand ChatGPT recommends in your category
Becoming the brand an AI engine recommends in your category isn't luck, it comes down to what your catalog actually gives the AI to read
3 min readHow to measure the revenue ChatGPT drives
Knowing ChatGPT cites your brand isn't enough: here's how to connect that visibility to real revenue, in euros
2 min readHow to track ChatGPT traffic inside Shopify
The signal for ChatGPT traffic already lives inside your Shopify orders: here's how to isolate it without bolting on another tool
2 min readHow to attribute a sale to an AI recommendation
Knowing AI drives sales for your brand doesn't tell you which product benefits: here's how to tie a specific sale to a specific AI recommendation
2 min readHow to prove the ROI of AI optimization to your CEO
Turn an AI visibility score into a euro figure your CEO can defend in a board meeting, with a repeatable method
3 min readThe AI visibility audit: a 20-point checklist for ecommerce
A useful AI visibility audit does not start with content. Here are the 20 checks to run, in order, from hard technical blockers to missing product facts.
3 min readHow to get cited by ChatGPT: the 9 signals that actually matter
No engine publishes its criteria, but observed answers rhyme. Here are the nine signals that keep showing up, ranked by return on effort.
3 min readGoogle AI Mode and AI Overviews: how an ecommerce brand shows up
AI Mode answers commercial queries that AI Overviews often skip. Here is how the two Google surfaces differ, and what actually gets a product named in each.
3 min readChatGPT Shopping and AI shopping agents: how a Shopify brand gets listed
The ChatGPT product rail runs through the Shopify catalog. Here is what gets a product eligible, what blocks it, and how agentic checkout changes the funnel.
2 min readMethodology
16 articlesAI-influenced revenue attribution: the Tadow method, in euros
The method that connects your products' visibility in AI answers to real Shopify orders, expressed in euros and broken down by product
2 min readMAP → FIX → PROVE: the framework for steering AI visibility
The three-step framework, measure, fix, prove, for steering your brand's visibility in AI answer engines
2 min readWhat is GEO (Generative Engine Optimization) and how to measure it
A clear definition of GEO, framed for the French and EU market, with the signals to track to measure your progress
2 min readHow to define a brand's share of voice in AI answers
A clear framework for defining and measuring your brand's share of voice against competitors inside AI engine answers
3 min readThe signals that decide whether AI recommends your product
The concrete signals that separate a product AI merely mentions from one it actually recommends to the shopper
3 min readAEO, SEO, GEO: what DTC brands should actually measure
SEO, AEO and GEO explained, and mapped to what a DTC brand on Shopify should actually track to stay visible to AI
3 min readThe AI-readiness audit for a Shopify store, explained
What an AI-readiness audit for a Shopify store actually covers before any fix, and why it needs repeating
2 min readWhy AI visibility is measured in euros, not clicks
A click says nothing about a recommendation made mid AI conversation: the real visibility metric is the revenue it influences, in euros
3 min readThe AI visibility glossary for Shopify brands
Visibility score, share of voice, GEO, AEO, LLMO: the vocabulary you need to understand and manage your visibility inside AI answers
3 min readWhat is AEO (Answer Engine Optimization)? Definition, method and metrics
AEO means optimizing for engines that answer instead of listing links. Here is what the acronym actually covers, how it differs from GEO and SEO, and how to measure it.
4 min readGEO vs SEO: 7 concrete differences, and what stays the same
GEO is not a rebrand of SEO, and it is not a separate discipline either. Here is where the two actually diverge, point by point, with the overlap that still holds.
3 min readIs GEO replacing SEO? What the 2026 numbers actually say
The question has been circling marketing teams for two years. Search data gives a more nuanced answer than yes or no, and a more useful one.
3 min readLLM SEO and LLM optimization: a working definition and a method
Optimizing for a language model is not optimizing for a search engine. Here is what actually determines what an LLM says about your brand, and what you can move.
3 min readAI share of voice: how to calculate it, benchmark it and grow it
Knowing you get cited is not enough. Share of voice measures how much of the answer you own against the brands named beside you, and that is the number that moves.
3 min readWhat is generative engine optimization? The ecommerce guide
GEO for commerce is not brand content. It is work on product data, technical access and third-party sources, in that order, and the order is what saves you money.
3 min readChatGPT Ads vs organic recommendations: should you pay to show up?
Advertising inside ChatGPT changes the calculation for brands. Here is what it actually buys, what it does not, and how to arbitrate between the two.
2 min read