Question 1

What does RankLabs actually do?

Accepted Answer

RankLabs makes AI visibility observable and explainable for commerce teams.

We instrument both sides of the problem — the brand signals you control and the AI behavior those signals produce — so you can see where your products appear in AI answers, where they're excluded, and why.

Question 2

How is this different from AI mention tracking tools?

Accepted Answer

Mention trackers tell you what changed. RankLabs tells you why.

We don't just monitor AI outputs. We instrument the signal layer — your structured data, entity signals, and canonical sources — alongside the behavior layer — AI answers, recommendations, and citations. That connection between cause and effect is what makes this infrastructure, not a dashboard.

Question 3

Which AI platforms do you monitor?

Accepted Answer

We monitor ChatGPT, Claude, Perplexity, Google AI Overview, and Gemini. Enterprise plans can include additional platforms based on your market and competitive landscape.

Question 4

What does 'causal analysis' mean in practice?

Accepted Answer

When an AI answer about your brand changes, we don't just flag the change. We trace it back to the signal that caused it — a missing product attribute, a competitor's schema update, a shift in how the AI weights your category.

That's the difference between knowing something changed and knowing what to fix.

Question 5

Do I need engineering resources to get started?

Accepted Answer

No. RankLabs connects to your existing commerce platform and analytics tools. There's no code to install, no tags to add, and no templates to modify.

The platform works with the data your site already publishes.

Question 6

Does this connect to revenue?

Accepted Answer

Yes. Professional plans and above include revenue attribution that maps AI visibility changes to modeled revenue impact using your existing conversion data, average order value, and margins.

These are estimates grounded in your own performance data, not assumptions.

Question 7

Is this tied to Shopify or a specific platform?

Accepted Answer

No. RankLabs integrates with Shopify, but it's not limited to it. Commerce platforms handle transactions. RankLabs operates above that layer, connecting your product data to how AI systems interpret and represent it.

We also integrate with Google Analytics and Google Ads for revenue context.

Question 8

Is this safe for a premium or enterprise brand?

Accepted Answer

Yes. RankLabs ensures AI systems interpret what you publish accurately and consistently. Every intervention is grounded in your existing brand signals and structured data — not fabricated claims or keyword tactics.

The goal is entity clarity and signal integrity, so AI systems represent your brand with confidence.

Question 9

Who is this designed for?

Accepted Answer

Commerce teams that treat AI visibility as an operational concern, not a marketing experiment.

Typically that means brands managing meaningful product catalogs where AI-driven discovery directly affects revenue — and where the cost of being excluded from AI answers is measurable.

Question 10

What does success look like?

Accepted Answer

You can see exactly where your brand appears in AI answers and where it doesn't. You understand why. When something changes, you know what caused it and what to do about it.

Fewer blind spots. Earlier detection. Confident decisions based on deterministic analysis, not guesswork.

Question 11

How does RankLabs relate to AEO and GEO?

Accepted Answer

Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) describe strategies for appearing in AI-generated answers. RankLabs operates across the full AEO/GEO stack — from signal instrumentation to content that reinforces entity clarity and strengthens the structural graph.

We instrument the signals your brand publishes, identify structural gaps, and generate content designed to reinforce entity signals and improve model retrieval consistency. Content is treated as signal reinforcement, not traffic bait.

Think of it this way: AEO and GEO define the problem space. RankLabs is the infrastructure that makes it measurable, actionable, and accountable.

Make your brand the answer for AI search engines

Is your store ready for AI commerce?

RankLabs will get you ready.

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