VISIBILITY SCORE

All of your AI visibility, scored SKU by SKU.

All of your AI visibility, scored SKU by SKU.

Searchpanel scores every product in your catalog across ChatGPT, Gemini, Perplexity, Copilot and AI Overviews, on a daily schedule, so you always know where each SKU stands and what is holding it back.

Searchpanel scores every product in your catalog across ChatGPT, Gemini, Perplexity, Copilot and AI Overviews, on a daily schedule, so you always know where each SKU stands and what is holding it back.

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Scored across the answer engines your buyers actually use

Scored across the answer engines your buyers actually use

[ everything included]

The complete picture behind every score.

The complete picture behind every score.

Mention rate, Average position, citations, sentiment, consistency, freshness and geography, measured for every product and traceable down to the individual answer.

Mention rate, Average position, citations, sentiment, consistency, freshness and geography, measured for every product and traceable down to the individual answer.

Mention rate

Whether AI names your product in the answer at all, measured across every tracked prompt and engine.

Average position

Where your product sits once the engine starts listing, from first recommendation to final footnote.

Citations

See which domains and URLs AI relies on for recommendations, and whether your pages are included.

Consistency

How far the same product's score varies across ChatGPT, Gemini, Perplexity, Copilot, Google and AI Overviews.

Freshness

How recently your listing changed, and how long each engine took to re-crawl and reflect it.

Location visibility

The same product scored separately by market, so you can see where visibility travels and where it stops.

Mention rate

Whether AI names your product in the answer at all, measured across every tracked prompt and engine.

Citations

See which domains and URLs AI relies on for recommendations, and whether your pages are included.

Freshness

How recently your listing changed, and how long each engine took to re-crawl and reflect it.

Average position

Where your product sits once the engine starts listing, from first recommendation to final footnote.

Consistency

How far the same product's score varies across ChatGPT, Gemini, Perplexity, Copilot, Google and AI Overviews.

Location visibility

The same product scored separately by market, so you can see where visibility travels and where it stops.

[ Under the hood ]

Tools to help you read the score and act on it.

Tools to help you read the score and act on it.

Every input behind the number is exposed, timestamped, and traceable to the listing change that caused it, so the score becomes something you can work with rather than something you watch.

Every input behind the number is exposed, timestamped, and traceable to the listing change that caused it, so the score becomes something you can work with rather than something you watch.

Transparency

See exactly which signals moved the score.

Open any SKU to see the contribution of each signal, the day-over-day delta, and the engine split behind the number, so you always know what changed and why.

  • Per-signal breakdown
  • Daily deltas
  • Engine split

Per SKU

See which products AI recommends, and which it skips.

Searchpanel scores every SKU, variant, and bundle separately, then rolls them up to a brand view, so a healthy catalogue average never hides the one product AI has stopped naming.

  • Every SKU tracked independently
  • Catalogue rollup when you need it
  • Variant-level scoring

Per engine

See how the same product performs on each engine.

Each engine is scanned and scored on its own, so a strong result on ChatGPT never masks a product that Copilot has never cited, and you can see which engine to work on first.

  • Six engines scored separately
  • Per-market breakdown
  • Divergence alerts

ChatGPT

92

▲ +6

Named first in 6/9

Gemini

84

▲ +3

Cited via rtings

Perplexity

78

▲ +2

Mid-list, 4 prompts

AI Overviews

69

▲ +1

Schema incomplete

Copilot

44

▼ −9

Zero citations found

OVER TIME

Trace every movement back to the change that caused it.

Every listing edit, schema fix, and published article is marked on the timeline, so you can see how long each engine took to re-crawl and how far the score moved as a result.

  • Daily score history
  • Edits marked on the timeline
  • Before and after attribution

5×

average lift in AI visibility within the first 90 days.

+32%

higher conversion on AI referral traffic.

2,847

buyer prompts tracked per brand, every day.

5×

average lift in AI visibility within the first 90 days.

+32%

higher conversion on AI referral traffic.

2,847

buyer prompts tracked per brand, every day.

5×

average lift in AI visibility within the first 90 days.

+32%

higher conversion on AI referral traffic.

2,847

buyer prompts tracked per brand, every day.

How Modica turned visibility gaps into category momentum.

Modica had strong products and branding, but its digital presence wasn’t structured for the way shoppers increasingly discover products through AI. Searchpanel revealed where Modica was missing from recommendation-driven searches, which competitors were being surfaced instead, and what content gaps were limiting visibility.

Using those insights, Modica strengthened product pages, metadata, and structured data around high-intent discovery themes. Within six weeks, visibility improved across priority queries, helping the brand earn stronger discovery and category momentum.

JD Mitchell

Co-Founders · Modica

Marketplace visibility

+150%

▲ 320% impressions

Return on ad spend

1.8 ×

▼ 42% ACoS

Sales growth

+60%

year on year

How Modica turned visibility gaps into category momentum.

Modica had strong products and branding, but its digital presence wasn’t structured for the way shoppers increasingly discover products through AI. Searchpanel revealed where Modica was missing from recommendation-driven searches, which competitors were being surfaced instead, and what content gaps were limiting visibility.

Using those insights, Modica strengthened product pages, metadata, and structured data around high-intent discovery themes. Within six weeks, visibility improved across priority queries, helping the brand earn stronger discovery and category momentum.

JD Mitchell

Co-Founders · Modica

Marketplace visibility

+150%

▲ 320% impressions

Return on ad spend

1.8 ×

▼ 42% ACoS

Sales growth

+60%

year on year

How Modica turned visibility gaps into category momentum.

Modica had strong products and branding, but its digital presence wasn’t structured for the way shoppers increasingly discover products through AI. Searchpanel revealed where Modica was missing from recommendation-driven searches, which competitors were being surfaced instead, and what content gaps were limiting visibility.

Using those insights, Modica strengthened product pages, metadata, and structured data around high-intent discovery themes. Within six weeks, visibility improved across priority queries, helping the brand earn stronger discovery and category momentum.

JD Mitchell

Co-Founders · Modica

Marketplace visibility

+150%

▲ 320% impressions

Return on ad spend

1.8 ×

▼ 42% ACoS

Sales growth

+60%

year on year

FAQS

Frequently asked questions

Frequently asked questions

Still deciding? Run the free audit and see your own numbers before you talk to anyone.

Still deciding? Run the free audit and see your own numbers before you talk to anyone.

What is an AI Visibility Score?

A 0–100 measure of how likely an AI engine is to name and recommend a specific product when a shopper asks, calculated for each SKU rather than for the brand as a whole.

How is the score calculated?
Is the score per product or per brand?
Which AI engines are included?
How often does the score update?
What counts as a good score?
How is this different from a brand-level AI visibility tool?

Turn AI visibility into revenue.

Turn AI visibility into revenue.

Find out which of your products AI names, which it ignores, and what it would take to change that.

Find out which of your products AI names, which it ignores, and what it would take to change that.

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