What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

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VOYGR

Visibility0

Vibe50

Businesses/Location Intelligence & Geospatial Data/VOYGR

AI Visibility & Sentiment

VOYGR

VOYGR is a Y Combinator-backed location intelligence company that validates and enriches point-of-interest (POI) data for enterprises. Their platform continuously verifies location data freshness, detects business changes like closures and rebrands, and enriches place records with contextual information from multiple data sources.

Active Monitoring

voygr.tech

Location Intelligence & Geospatial Data YC25-26

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe VOYGR today.

VOYGR currently faces a total category blackout, existing only as a known entity when searched by name while remaining completely invisible for critical geospatial and location intelligence keywords. This disconnect indicates that while AI models recognize the brand existence, they do not yet associate VOYGR with professional workflows like POI hygiene or retail site selection, leaving the field open for SafeGraph and Foursquare to dominate the narrative.

Working in your favor

Successfully established brand recognition in direct 'vibe check' queries on ChatGPT and Claude, where the brand is identified at the top of the response.

Clear identity as a geospatial player when the model is prompted specifically to evaluate the brand.

Gaps to close

Zero visibility across all functional and intent-driven queries including 'POI Data Hygiene' and 'Retail Site Selection'.

Total absence from recommendations for 'The Precision-Obsessed Data Scientist' and 'The Logistics Efficiency Optimizer' personas, who are being directed toward competitors like PostGIS and SafeGraph.

Failure to appear in any 'most reliable' or 'best way to' listicles generated by Gemini and AI Overviews.

Opportunities

Capture the 'Multi-Source Data Aggregation' niche by publishing technical whitepapers that AI models can ingest as authoritative sources.

Infiltrate the 'SafeGraph vs. Foursquare' comparisons by creating content that highlights VOYGR's unique advantages in data freshness.

Leverage the brand's positive sentiment in direct checks to bridge the gap into 'Location Intelligence for Site Selection' through structured case studies.

Highest-Impact Actions

Publish a series of technical 'How-To' guides centered on POI data hygiene and multi-source verification.

AI models rely on instructional, high-utility content to populate responses for the 'how to automate' queries where VOYGR is currently missing.

Launch a competitor-focused comparison hub targeting SafeGraph and Foursquare.

Competitors are appearing in nearly 30% of all relevant queries; appearing in the same context is essential for being included in the LLM's consideration set.

Optimize case studies for the 'High-Stakes Site Selection Lead' persona with emphasis on retail metrics.

The brand is currently failing to trigger for site selection queries, a high-value entry point for enterprise contracts.

Value Proposition

Continuously validate and enrich location data with up to 99.62% validation precision, transforming static map pins into rich, contextual place understanding through multi-source verification

Overview

Mission

Maps tag places. VOYGR understands them.

Products & Services

Location Freshness ValidationLocation Data EnrichmentPOI Verification ServicesMulti-source Place Data AggregationOn-demand Attribute Tracking

Current State

Visibility Landscape

A high-level view of how VOYGR performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	70	73
“What do you know about VOYGR? What do they do and what's their reputation?”	#1	#1	Yes	#9
Core4q Product/service category queries	0	0	0	0
“how to automate checking if store locations in my database are permanently closed”	No	No	No	No
“help me find enriched place data to help with retail site selection”	No	No	No	No
“most reliable location intelligence platforms for enterprise level POI data”	No	No	No	No
“best way to verify thousands of points of interest for a custom map app”	—	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“how to aggregate location data from multiple sources into one clean feed”	No	No	No	No

“What do you know about VOYGR? What do they do and what's their reputation?”

Yes

“how to automate checking if store locations in my database are permanently closed”

“help me find enriched place data to help with retail site selection”

“most reliable location intelligence platforms for enterprise level POI data”

“best way to verify thousands of points of interest for a custom map app”

—

“how to aggregate location data from multiple sources into one clean feed”

Competitive Landscape

SafeGraph

28 mentions

Foursquare

21 mentions

Placer.ai

14 mentions

Snowflake

14 mentions

PostGIS

13 mentions

Mapbox

12 mentions

OpenStreetMap

11 mentions

Placekey

10 mentions

TomTom

9 mentions

Tableau

9 mentions

VOYGR

0 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve VOYGR's AI visibility.

Key Findings

Strength

Successfully established brand recognition in direct 'vibe check' queries on ChatGPT and Claude, where the brand is identified at the top of the response.

Strength

Clear identity as a geospatial player when the model is prompted specifically to evaluate the brand.

Gap

Zero visibility across all functional and intent-driven queries including 'POI Data Hygiene' and 'Retail Site Selection'.

Recommended Actions

Publish a series of technical 'How-To' guides centered on POI data hygiene and multi-source verification.

AI models rely on instructional, high-utility content to populate responses for the 'how to automate' queries where VOYGR is currently missing.

Launch a competitor-focused comparison hub targeting SafeGraph and Foursquare.

Competitors are appearing in nearly 30% of all relevant queries; appearing in the same context is essential for being included in the LLM's consideration set.

Optimize case studies for the 'High-Stakes Site Selection Lead' persona with emphasis on retail metrics.

The brand is currently failing to trigger for site selection queries, a high-value entry point for enterprise contracts.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

POI Data Hygiene And Freshness(2 queries)

“how to automate checking if store locations in my database are permanently closed”

0/4 platforms mentioned

Core

ChatGPT

1.Airflow

2.Prefect

3.libpostal

4.PostGIS

5.AWS Lambda

+9 more

Claude

1.Google Places API

2.Yelp API

3.Apple Maps

4.Nominatim

5.Apache Airflow

+8 more

Gemini

1.Google Places API

2.SafeGraph

3.Data Axle

4.Infogroup

5.Placekey

+10 more

AI Overviews

1.Google Maps Places API

2.Google Places API

3.Targetron

4.Scrap.io

5.Outscraper

+2 more

“best way to verify thousands of points of interest for a custom map app”

0/3 platforms mentioned

Core

The Precision-Obsessed Data Scientist · Senior Data Scientist

Claude

1.Foursquare

2.PostGIS

3.OpenStreetMap

4.OSM

5.Overpass API

+8 more

Gemini

1.Foursquare

2.PostGIS

3.Snowflake

4.Placekey

5.Overture Maps Foundation

+6 more

AI Overviews

1.Mapbox Geocoding API

2.Google's Address Validation

3.Placekey

4.EasyMapMaker

5.Google Places API

+6 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Blog: Temporary closures now available in the Places API

mapsplatform.google.com

VOYGR

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

VOYGR

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.