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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Pattern Labs

Visibility11

Vibe89

Businesses/Pattern Labs

AI Visibility & Sentiment

Pattern Labs

Pattern Labs provides autonomous airport ground operations technology, including fleet management software, driver navigation systems, and robotic baggage handling solutions. They bring predictability and efficiency to complex airport logistics through AI-powered automation and robotics.

Active Monitoring

patternlabs.ai

Startups

AI Visibility Score

11/100

Invisible

Sentiment Score

89/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Pattern Labs today.

Pattern Labs functions as a specialized 'startup secret' within the AI ecosystem, achieving elite #1 rankings on Gemini for ramp efficiency while remaining virtually non-existent to the executive decision-makers who control aviation budgets. While the brand has successfully captured the attention of Innovation Scouts, it is currently ceding the broader narrative of autonomous logistics and GSE management to legacy incumbents like SITA and Vanderlande.

Working in your favor

High authority on Gemini for technical queries regarding ramp efficiency and real-time visibility where the brand secured #1 rankings.

Resonance with the 'Innovation & Robotics Scout' persona, achieving a 33% mention rate among forward-looking tech evaluators.

Strong brand sentiment across ChatGPT and Claude, indicating that when the AI does mention the brand, the context is overwhelmingly positive.

Gaps to close

Total absence from AI Overviews (0%), preventing the brand from appearing in high-intent search summaries.

Zero visibility with the 'Efficiency-Driven Operations VP' and 'Safety-First Compliance Officer' personas, the primary buyers for airport technology.

Failure to appear in broad category-defining queries such as 'best autonomous shuttles' or 'most trusted airport automation companies,' where competitors like SITA and Assaia dominate.

Opportunities

Expand authority from niche ramp efficiency queries into 'autonomous baggage movement' and 'GSE fleet management' to disrupt competitor dominance.

Leverage the brand's positive sentiment on Claude and ChatGPT to build higher-frequency mentions through structured technical documentation and white papers.

Bridge the gap between innovation and operations by mapping existing tech capabilities to the specific pain points of the Operations VP persona.

Highest-Impact Actions

Develop and index ROI-focused content specifically targeting 'missed bag rates' and 'operational efficiency' keywords.

Pattern Labs currently has 0% visibility for the Operations VP persona; addressing these specific pain points is required to move from an 'innovation scout' mention to a 'procurement' mention.

Implement a technical SEO strategy focused on 'How-to' structures for ramp automation to trigger AI Overviews.

The brand has a 0% mention rate in AI Overviews despite high performance on Gemini; structured data will help bridge this gap.

Execute a competitive conquesting campaign targeting keywords where SITA and Vanderlande are currently the primary recommendations.

SITA has nearly 4x the mentions of Pattern Labs; the brand must position itself as the modern, more efficient alternative in general airport robotics queries.

Value Proposition

Pattern brings harmony to air operations by deploying process automation and robotics that enable faster, safer, cleaner, and more efficient airport ground operations with measurable results like 66% improvement in missed bag rates.

Overview

Mission

We're on a mission to bring predictability and efficiency to the most demanding, fastest paced, dynamic logistics problems on Earth, with a respect for people and an eye for a safer, cleaner, more equitable environment.

Products & Services

Pulse OS - Fleet management and driver dispatch optimization softwareCo-Pilot - Turn-by-turn navigation dashboard for ground support equipmentPathfinder - Autonomous robotic shuttles for baggage and cargo movementAirport operations simulation and ML optimizationReal-time tarmac visibility and searchability

Current State

Visibility Landscape

A high-level view of how Pattern Labs 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	82	97	94	97
“What do you know about Pattern Labs? What do they do and what's their reputation?”	#6	#1	#2	#1
Core4q Product/service category queries	18	18	64	0
“how can i reduce missed bag rates at a major hub airport, what tech is available”	No	No	#1	No
“best software for managing a fleet of airport ground support equipment and driver dispatch”	No	No	#17	No
“ways to get better real-time visibility of ground support equipment on the tarmac”	No	No	#1	No
“ideas for improving airport ramp operation efficiency using AI or simulation”	#43	#10	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	0	0
“what are the best autonomous shuttles for airport baggage movement right now”	No	No	No	No
“most trusted airport automation and robotics companies in 2026”	No	No	No	No

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

“how can i reduce missed bag rates at a major hub airport, what tech is available”

“best software for managing a fleet of airport ground support equipment and driver dispatch”

#17

“ways to get better real-time visibility of ground support equipment on the tarmac”

“ideas for improving airport ramp operation efficiency using AI or simulation”

#43

#10

“what are the best autonomous shuttles for airport baggage movement right now”

“most trusted airport automation and robotics companies in 2026”

Competitive Landscape

SITA

23 mentions

Vanderlande

13 mentions

TLD

12 mentions

BEUMER Group

10 mentions

Assaia

10 mentions

Amadeus

9 mentions

TractEasy

9 mentions

Geotab

9 mentions

ApronAI

9 mentions

Siemens Logistics

8 mentions

Pattern Labs

5 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High authority on Gemini for technical queries regarding ramp efficiency and real-time visibility where the brand secured #1 rankings.

Strength

Resonance with the 'Innovation & Robotics Scout' persona, achieving a 33% mention rate among forward-looking tech evaluators.

Strength

Strong brand sentiment across ChatGPT and Claude, indicating that when the AI does mention the brand, the context is overwhelmingly positive.

Recommended Actions

Develop and index ROI-focused content specifically targeting 'missed bag rates' and 'operational efficiency' keywords.

Pattern Labs currently has 0% visibility for the Operations VP persona; addressing these specific pain points is required to move from an 'innovation scout' mention to a 'procurement' mention.

Implement a technical SEO strategy focused on 'How-to' structures for ramp automation to trigger AI Overviews.

The brand has a 0% mention rate in AI Overviews despite high performance on Gemini; structured data will help bridge this gap.

Execute a competitive conquesting campaign targeting keywords where SITA and Vanderlande are currently the primary recommendations.

SITA has nearly 4x the mentions of Pattern Labs; the brand must position itself as the modern, more efficient alternative in general airport robotics queries.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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

Improving Ramp Efficiency And Reducing Errors(3 queries)

“how can i reduce missed bag rates at a major hub airport, what tech is available”

0/4 platforms mentioned

Core

ChatGPT

1.Datalogic

2.Cognex

3.Zebra

4.Impinj

5.SITA

+8 more

Claude

1.Heathrow

2.Changi

3.Istanbul

4.Delta Airlines

5.Share Item Location

+14 more

Gemini

1.BAGTAG

2.SITA BagJourney

3.SITA

4.Brock Solutions SmartBag

5.Brock Solutions

+16 more

AI Overviews

1.Axiomtek

2.BarcodeFactory

3.Delta Air Lines

4.SITA WorldTracer Auto Reflight

5.British Airways

+6 more

“ways to get better real-time visibility of ground support equipment on the tarmac”

0/4 platforms mentioned

Core

The Efficiency-Driven Operations VP · VP of Global Operations

ChatGPT

1.IBM Maximo

2.Infor EAM

3.Kafka

4.Geotab

5.Samsara

+14 more

Claude

1.Litum

2.TracLogik

3.Asset Command

4.Hoopo

5.ADVEEZ

+3 more

Gemini

1.ADVEEZ

2.FMT

3.Targa Telematics

4.Pinnacle

5.i-GSE

+10 more

AI Overviews

1.Syook Qatar

2.Motive Asset Gateway

3.LTE-M

4.Iridium Edge

5.Litum

+8 more

“ideas for improving airport ramp operation efficiency using AI or simulation”

0/4 platforms mentioned

Core

The Efficiency-Driven Operations VP · VP of Global Operations

ChatGPT

1.H2O.ai

2.Palantir Foundry

3.AnyLogic

4.Blue Yonder

5.Siemens Xcelerator

+20 more

Claude

1.ThorDrive

2.Assaia

3.ApronAI

4.Turnaround 2.0

5.Synaptic Aviation

+1 more

Gemini

1.INFORM GroundStar

2.Quintiq

3.Dassault Systèmes

4.Assaia

5.ApronAI

+10 more

AI Overviews

1.Synaptic Aviation

2.Assaia

3.ApronAI

4.ZeroG

5.Seer

+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.

Industry Makes Progress Baggage Handling

airlines.iata.org

Pattern Labs

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Pattern Labs

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

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.