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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Obvio

Visibility0

Vibe67

Businesses/Public Safety Technology/Obvio

AI Visibility & Sentiment

Obvio

Obvio is an AI-powered traffic safety company that partners with municipalities to reduce reckless driving and prevent traffic deaths. Using context-aware camera technology and advanced AI, they help cities track dangerous driving behaviors, educate drivers, and enforce traffic laws to create safer communities.

Active Monitoring

obvio.ai

Public Safety Technology Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

67/100

Score by Reach

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

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Obvio today.

Obvio currently faces a total digital blackout across the AI-driven search landscape, where competitors like Verra Mobility and Jenoptik are capturing 100% of the market share for public safety and Vision Zero inquiries. While Claude and AI Overviews demonstrate latent awareness of the brand in direct 'vibe check' prompts, this recognition fails to translate into a single recommendation for high-intent queries regarding traffic enforcement or urban planning.

Value Proposition

Obvio provides the first comprehensive AI system that can measure, educate, and enforce against reckless driving behaviors, achieving up to 70% reduction in unsafe behavior with fast deployment and no infrastructure requirements.

Overview

Mission

To curb reckless driving and save lives on our roadways by building technology that makes traffic deaths preventable.

Products & Services

AI-powered traffic violation detection camerasAutomated traffic enforcement systemsCommunity safety dashboards and analyticsDriver education and warning letter programsMunicipal partnership and deployment services

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	0	0	0
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	0	0	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Verra Mobility

24 mentions

Jenoptik

15 mentions

Flock Safety

14 mentions

Conduent

13 mentions

Redflex

8 mentions

Redflex Traffic Systems

7 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Latent brand awareness exists within the training data of Claude and AI Overviews, where Obvio is correctly identified during direct, brand-specific lookups.

Strength

The 'vibe check' performance indicates that technical foundations for the brand are indexed, even if they aren't being surfaced in broader category contexts.

Gap

Total absence from the 'Vision Zero' and 'Pedestrian Safety' discourse across ChatGPT, Claude, and Gemini, despite these being core industry pillars.

Recommended Actions

Execute a high-authority content campaign focused on 'Vision Zero Infrastructure' and 'AI Traffic Cameras'.

Obvio is currently losing 100% of the narrative to Verra Mobility and Jenoptik; creating hyper-specific technical content will force LLMs to associate the brand with these category-defining keywords.

Develop and index long-form comparative guides for 'Automated Traffic Enforcement Partnerships'.

Since Obvio is recognized in direct searches but ignored in category searches, comparative content will help AI models understand Obvio's positioning relative to legacy players like Conduent and Redflex.

Deploy persona-aligned case studies targeting 'Staff-Constrained Police Chiefs' and 'Urban Planners'.

The data shows zero penetration for these key decision-makers; tailored content addressing their specific pain points—such as staff shortages—is required to trigger persona-based recommendations.

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

Vision Zero And Urban Safety Planning(3 queries)

“how can our city reach vision zero goals for pedestrian safety”

0/4 platforms mentioned

Aspirational

ChatGPT

1.Vision Zero Network

2.NACTO

3.Safe Streets and Roads for All

4.Walk Friendly Communities

5.Pedestrian and Bicycle Information Center

+5 more

Claude

1.CityWalk

2.Waze

Gemini

1.NACTO

2.Urban Street Design Guide

3.Vision Zero Network

4.Conduent

5.Verra Mobility

+9 more

AI Overviews

1.Vision Zero Network

2.City and County of Denver

3.Boston Region MPO

“what technologies are best for reducing traffic fatalities in urban school zones”

0/4 platforms mentioned

Adjacent

The Visionary Urban Planner · Director of Urban Planning

ChatGPT

1.Verra Mobility

2.Redflex

3.Conduent

4.American Traffic Solutions

5.Econolite

+22 more

Claude

1.Sigmoid

2.Stantec

3.Vision

Gemini

1.VivaCity

2.Ouster

3.Blue City

4.Applied Information

5.TravelSafely

+10 more

AI Overviews

1.Western Systems

2.Waze

3.Urban SDK

“help me write a proposal for a city-wide initiative to reduce reckless driving”

0/3 platforms mentioned

Visionary

The Visionary Urban Planner · Director of Urban Planning

Claude

No brands listed

Gemini

1.VivaCity

2.NoTraffic

3.Iteris ClearVision

4.NACTO

5.Zicla

+5 more

AI Overviews

1.Vision Zero

2.Click It or Ticket

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.

Vision Zero Communities | Vision Zero Network

visionzeronetwork.org

Web1 ref

Vision Zero Recognition Program

visionzeronetwork.org

Web1 ref

Vision Zero in 2026: Why the Next Phase Matters More Than ...

visionzeronetwork.org

Web1 ref

Top 10 Vision Zero Plan Elements That Inspire Us

visionzeronetwork.org

Web1 ref

Vision zero and complete streets: do they make roads safer?

reason.org

Web1 ref

A Decade of Vision Zero: Gauging Progress & Barriers

visionzeronetwork.org

Web1 ref

Vision Zero - City and County of Denver

denvergov.org

Web1 ref

VISION ZERO ACTION PLAN

cdnsm5-hosted.civiclive.com

Web1 ref

Vision Zero's Safe System approach - Portland.gov

portland.gov

Gov1 ref

How we are making streets safe through Vision Zero

portland.gov

Gov1 ref

Vision, Strategies, Action:

visionzeronetwork.org

Web1 ref

Vision Zero and Complete Streets: Two Complimentary ...

crcogct.gov

Gov1 ref

Vision Zero's Safe System approach

youtube.com

Video1 ref

What is going on with Vision Zero - Smart Cities Dive

smartcitiesdive.com

Web1 ref

Chapter 2: Approaches to Enhancing Pedestrian Safety and Access | FHWA

highways.dot.gov

Gov1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Obvio.

Verra Mobility24 mentions

Jenoptik15 mentions

Flock Safety14 mentions

Conduent13 mentions

Redflex8 mentions

Redflex Traffic Systems7 mentions

Sensys Gatso Group6 mentions

Rekor Systems6 mentions

Gatso6 mentions

Sensys Networks6 mentions

Obvio0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Obvio's communication style and personality

Obvio communicates with a mission-driven urgency that balances technical credibility with emotional resonance. Their voice is authoritative yet accessible, grounded in data but always connecting statistics to human lives. They speak directly about the preventability of traffic deaths, challenging the status quo while offering hope through innovation. The tone is professional and trustworthy for government audiences, yet passionate enough to inspire action around their life-saving mission.

Core Tone Traits

Mission-Driven & Urgent

Every communication connects back to saving lives, creating a sense of purpose and immediacy

Data-Backed & Credible

Claims are supported by specific statistics and real-world results from deployments

Accessible & Clear

Complex technology is explained in straightforward terms that resonate with diverse audiences

Hopeful & Solution-Oriented

Challenges the fatalistic view of traffic accidents while presenting actionable solutions

Backing

Investors

Homebrew

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned March 2, 2026.

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Frequently asked questions

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AI Visibility Score

Obvio has an AI visibility score of 0/100, rated as invisible. This score reflects how often and how prominently Obvio appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Latent brand awareness exists within the training data of Claude and AI Overviews, where Obvio is correctly identified during direct, brand-specific lookups.
The 'vibe check' performance indicates that technical foundations for the brand are indexed, even if they aren't being surfaced in broader category contexts.

Visibility Gaps

Total absence from the 'Vision Zero' and 'Pedestrian Safety' discourse across ChatGPT, Claude, and Gemini, despite these being core industry pillars.
Zero visibility for the 'Staff-Constrained Police Chief' persona, a critical buyer profile where competitors like Flock Safety are successfully positioning themselves as essential infrastructure.
Failure to appear in any 'best-of' or 'trusted company' lists for automated traffic enforcement, allowing Verra Mobility to establish an uncontested narrative of market leadership.

Competitors in AI Recommendations

Verra Mobility: 24 mentions
Jenoptik: 15 mentions
Flock Safety: 14 mentions
Conduent: 13 mentions
Redflex: 8 mentions
Redflex Traffic Systems: 7 mentions
Sensys Gatso Group: 6 mentions
Rekor Systems: 6 mentions
Gatso: 6 mentions
Sensys Networks: 6 mentions
Sensys Gatso: 6 mentions
Urban SDK: 6 mentions
Rekor: 6 mentions
Miovision: 6 mentions
NoTraffic: 6 mentions

Categories: Public Safety Technology

Tags: Startups