RankLensby SV

AI brand visibility & LLM rank tracking

Does AI recommend your brand?

See when your business gets recommended, where competitors appear instead, and which opportunities deserve your next marketing move.

Turn AI answers into a clearer picture of your brand visibility—across engines, locations and languages.

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For businesses, in-house teams and agencies.

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Less guesswork. More direction.See the reports, understand the signals, and decide where to focus.

CompareAI engines

Discovercompetitor gaps

Measureprogress over time

01 / Find the blind spots

Being recognized is not the same as being recommended.

Your next opportunity may be hiding between the two. RankLens makes that gap easier to see.

RankLens entity report showing recommendation rank, visibility trends and competitor comparisons. — Entity report · November 2025Full size

Inside an actual RankLens report

A clear brand match.
Room to be discovered more often.

In this local-service example, the report shows a 100% Brand Match, but only 50% Brand Discovery. The brand appears in 8 of 16 samples.

Brand Match: 100%
Brand Discovery: 50%
Brand appearances: 8/16
Average recommendation rank: 5

The business question: What would help your brand appear more consistently for this buying intent? Use the gap to guide the next content, positioning or GEO discussion.

Selected report dated November 11, 2025. These are AI visibility metrics, not traffic or sales figures.

Find my visibility gaps

Put competitor visibility in context

Who is getting the recommendations you want?

A brand mention on its own tells only part of the story. Compare the businesses appearing around the same entity, their recommendation order and how often they are discovered.

Find the competitive gap. See which alternatives are surfacing for the topics that matter to your offer.

Choose the next move. Bring the evidence into your content, positioning and campaign planning.

Check what changed. Rerun a comparable report instead of relying on a one-time screenshot.

Competitor recommendation comparisonFull size

02 / Measure the whole picture

One brand.
Different AI opportunities.

Compare engines, entities and reporting dates. See where your visibility is established, where it is thin, and where the next investigation should begin.

ChatGPT & searchPerplexityGeminiClaudeGrokDeepSeekLlama

Across AI engines

Know where you stand.

Compare visibility by engine, then review the timeline. A broad overview helps you ask better questions about each channel.

RankLens visibility comparisons by AI engine and reporting date. — Visibility by engine and dateFull size

Across entities & reports

Find the gaps behind the total.

Go from the overall trend to the entity-level scores. See where the brand is showing up—and where it still needs attention.

RankLens AI visibility timeline and entity-level visibility scores across models. — Visibility timeline and entity scoresFull size

Screenshots show existing reporting examples. Select currently available engines in your account, and keep test settings consistent when comparing periods.

A score for the meeting. Detail for the next move.

Understand what is driving your AI visibility.

The Visibility Index gives you a starting point. The underlying signals help explain what deserves a closer look.

Rank & appearance: Where your brand appears in recommendations, and how often it shows up in the samples.
Brand Discovery: How consistently your brand is found for the tested entity and context.
Brand Match & Target: How closely the answer matches your brand and the precision of the recommendation.
LLM Confidence: A reported confidence signal to review alongside the other metrics—not a probability of a sale.

RankLens Visibility Index reporting view. — Visibility IndexFull size

Visibility factor breakdownFull size

03 / Make the test match your market

Not just another
“I asked a chatbot” report.

Start with the products, services and situations your customers care about. Then measure them in a way you can repeat.

01BUYING CONTEXT

Choose the intent.

Use match types to explore how your offer appears in different contexts—from nearby options to local favorites and specialist needs.

RankLens match-type controls with options including Nearest or Closest, Local Favorites and Trending Now. — Match-type controlsFull size

02REPEATED SAMPLING

Test more than once.

Use 4×, 8× or 16× sampling options to review repeated answers and recommendation ranges, not just a single response.

RankLens sample-size selector showing 4X, 8X and 16X MGPT sampling options. — Sample-size settingsFull size

03MARKET PRECISION

Set the right conditions.

Choose language, location, AI engine and schedule. Keep the conditions comparable so your next report answers a useful question.

RankLens language, location, sampling, AI engine, schedule and match-type report settings. — Market and schedule settingsFull size

04 / Bring better evidence to the conversation

Make the next client update
worth opening.

Show the starting point, what changed and where to focus next. Give clients and stakeholders a clearer view of the work behind your AI visibility strategy.

Recurring reporting

Keep progress in view.

Schedule reports and review trends across dates. Use a consistent baseline to make campaign conversations more concrete.

Reporting trends over timeFull size

Reusable project setup

Keep the strategy focused.

Save the entities that matter to a project and rerun the report. Spend less time rebuilding the setup for every review.

RankLens saved entity settings with controls to rerun a report and save entities. — Saved entities and report controlsFull size

Organized visibility

Keep the detail accessible.

Find reports by entity, engine, language and location. Bring the right market context to each client conversation.

RankLens searchable report list organized by entity, AI engine, language, location and schedule. — Searchable, filterable report listFull size

Turn reporting into a stronger reason to work with you.

Use CSV/PDF exports, project-level Collective reports and your white-label reporting workflow to support proposals, strategy reviews and ongoing client updates.

Start using RankLens

From visibility to your next growth decision

Find the gap.
Then put a plan behind it.

Use RankLens to decide where to investigate and what to improve. Need a team to help execute? Explore SV’s managed SEO and GEO campaigns.

Start with measurement

See your AI visibility.

Create your free account and establish your baseline.

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Add managed execution

Build your next campaign.

Connect the findings with content, authority and optimization.

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A few useful answers

RankLens
FAQs.

AI visibility, LLM rankings and what to do with the data.

What is RankLens?

RankLens is SV’s AI brand visibility tracker. It measures how brands and websites appear in sampled AI recommendations, including recommendation order, brand discovery, competitor context and an overall Visibility Index. Use it to build a baseline and monitor your visibility over time.

How is AI visibility different from an SEO ranking?

A conventional SEO ranking is a position in a search-results page. An LLM ranking is the order in which a brand appears in an AI-generated recommendation. RankLens measures repeated samples of those answers; it does not treat one chatbot response as a permanent position.

Is RankLens free to access?

Create a free SV account to access RankLens and start checking your AI brand visibility. You can also explore the public company reports before signing up. Available engines, sampling options and account limits are shown in the platform.

Which AI engines can I compare?

RankLens supports reporting across ChatGPT and search modes, Perplexity, Gemini, Anthropic Claude, Grok, DeepSeek, Llama and more. Choose from the engines available in your account. Report comparisons depend on the engines and data included in each run.

What does the Visibility Index tell me?

The Visibility Index brings several visibility signals into an overall score for the tested brand or entity. Use it as a summary, then examine recommendation rank, Brand Discovery, Brand Match, Brand Target and LLM Confidence to understand the detail. It is not a measure of sales or market share.

Why run more than one sample?

AI responses can vary even with similar prompts. Repeated sampling lets you inspect average, high and low recommendation positions instead of relying on a single response. For a useful comparison over time, keep the engine, entities, location, language and other test settings consistent.

Can I track local businesses and different languages?

Yes. Set the location and language to reflect the market you want to understand. You can organize separate reports for different service areas, languages and buying contexts rather than blending them into one broad result.

Can agencies use RankLens for client reporting?

Yes. RankLens supports recurring reports, project-level Collective reporting and CSV/PDF exports. Use the reports in your client updates and white-label reporting workflow to show the starting point, competitor context and changes over time.

Will RankLens improve rankings or generate leads automatically?

RankLens is a measurement tool, not an automatic ranking or lead-generation service. Use its findings to prioritize content, brand positioning and GEO work. Review traffic, inquiries and sales in your analytics and CRM alongside the visibility reports to judge business impact.

Your brand belongs in the conversation

See where you stand.
Know where to focus next.

Your next move starts with a clearer view of your AI visibility.

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RankLens by SV · AI brand visibility & LLM rank tracking

Does AI recommend your brand?

Being recognized is not the same as being recommended.

A clear brand match.
Room to be discovered more often.

Who is getting the recommendations you want?