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

Get a demo

Traversal

Visibility22

Vibe88

Businesses/Software/Traversal

AI Visibility & Sentiment

Traversal

Traversal is an AI-powered site reliability engineering (SRE) platform that helps engineering teams manage complex production incidents. The platform cuts through alert noise, identifies root causes in minutes instead of hours, and guides teams to swift remediation with AI-driven insights.

Active Monitoring

traversal.com

Software

AI Visibility Score

22/100

Low

Sentiment Score

88/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Traversal today.

Traversal has established a powerful technical beachhead with Strategic Platform Directors on Claude, yet remains completely invisible to the C-suite and within Google AI Overviews. While the brand successfully dominates noise reduction conversations in specific LLM environments, it is currently being bypassed for broader incident management and automation queries where legacy competitors like Datadog and PagerDuty maintain a stranglehold.

Working in your favor

High authority with the Strategic Platform Director persona, achieving a 57% mention rate and an impressive average position of 4.9.

Strong performance on Claude, specifically for 'Operational Efficiency & Noise Reduction' queries where it frequently secures the #1 spot.

Clear brand recognition during direct 'vibe check' queries across Claude and Gemini, indicating that the LLMs possess accurate foundational knowledge of the brand.

Gaps to close

Zero visibility within Google AI Overviews across all tested queries, representing a critical failure in search-based generative AI.

Complete absence of engagement with the ROI-Focused Tech Executive persona, suggesting a lack of business-value messaging in the training data.

Missing from the conversation regarding 'Automating the Incident Lifecycle' and 'Automated Rollbacks,' despite these being core to the modern SRE workflow.

Opportunities

Capitalize on existing Claude dominance by pivoting content toward incident automation to capture the 'Burned-Out SRE' demographic.

Aggressively target the 'Automated Root Cause Analysis' category where mentions are currently inconsistent but rankings are high when they occur.

Bridge the 'ROI' gap by publishing white papers or case studies that quantify the financial impact of noise reduction, specifically designed for ingestion by executive-focused LLM personas.

Highest-Impact Actions

Execute an AI-centric Technical SEO audit focused on securing placement in Google AI Overviews.

A 0% mention rate in AI Overviews despite visibility in other LLMs indicates a structured data or indexing gap that is ceding the entire Google search experience to competitors.

Develop and distribute high-intent content focused on 'Automated Rollbacks' and 'Incident Lifecycle Automation'.

Traversal is currently ignored for these high-value queries, allowing Kubernetes and PagerDuty to define the automation narrative.

Launch a targeted content campaign mapping technical noise reduction to executive KPIs.

The 0% mention rate with Tech Executives is a major blocker for enterprise adoption; the brand must translate technical wins into ROI narratives that LLMs can surface for leadership.

Value Proposition

AI SRE copilot that resolves complex production incidents in minutes instead of hours by automating alert triage, root cause analysis, and post-mortem documentation.

Overview

Mission

Solving one of infrastructure's hardest challenges with a team of world-class researchers, engineers, and operators.

Products & Services

AI-powered incident management platformAutomated alert triage and noise reductionRoot cause analysis with confidence scoringOne-click remediation and rollback capabilitiesAutomated post-mortem report generation

Current State

Visibility Landscape

A high-level view of how Traversal 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	70	97	97	97
“What do you know about Traversal? What do they do and what's their reputation?”	Yes	#1	#1	#1
Core5q Product/service category queries	23	64	68	0
“how can I cut down on alert noise in our production environment, what tools actually help with this?”	#7	#1	#1	No
“i need a way to automate rollbacks when a deployment breaks, what software can do that with one click?”	No	No	No	No
“best incident management tools for a large enterprise that aren't just PagerDuty or Datadog”	No	No	#8	No
“suggest some software for automated alert triage and noise reduction for a large kubernetes cluster”	No	#6	#1	No
“what's the best way to do automated root cause analysis during a high-severity incident”	No	#1	#14	No
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

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

Yes

“how can I cut down on alert noise in our production environment, what tools actually help with this?”

“i need a way to automate rollbacks when a deployment breaks, what software can do that with one click?”

“best incident management tools for a large enterprise that aren't just PagerDuty or Datadog”

“suggest some software for automated alert triage and noise reduction for a large kubernetes cluster”

“what's the best way to do automated root cause analysis during a high-severity incident”

#14

Competitive Landscape

Datadog

34 mentions

PagerDuty

30 mentions

Prometheus

28 mentions

BigPanda

26 mentions

Moogsoft

21 mentions

Splunk

20 mentions

Dynatrace

20 mentions

Kubernetes

17 mentions

Grafana

16 mentions

Opsgenie

15 mentions

Traversal

12 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High authority with the Strategic Platform Director persona, achieving a 57% mention rate and an impressive average position of 4.9.

Strength

Strong performance on Claude, specifically for 'Operational Efficiency & Noise Reduction' queries where it frequently secures the #1 spot.

Strength

Clear brand recognition during direct 'vibe check' queries across Claude and Gemini, indicating that the LLMs possess accurate foundational knowledge of the brand.

Recommended Actions

Execute an AI-centric Technical SEO audit focused on securing placement in Google AI Overviews.

A 0% mention rate in AI Overviews despite visibility in other LLMs indicates a structured data or indexing gap that is ceding the entire Google search experience to competitors.

Develop and distribute high-intent content focused on 'Automated Rollbacks' and 'Incident Lifecycle Automation'.

Traversal is currently ignored for these high-value queries, allowing Kubernetes and PagerDuty to define the automation narrative.

Launch a targeted content campaign mapping technical noise reduction to executive KPIs.

The 0% mention rate with Tech Executives is a major blocker for enterprise adoption; the brand must translate technical wins into ROI narratives that LLMs can surface for leadership.

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

Operational Efficiency & Noise Reduction(3 queries)

“how can I cut down on alert noise in our production environment, what tools actually help with this?”

0/4 platforms mentioned

Core

ChatGPT

1.PagerDuty

2.Opsgenie

3.BigPanda

4.Moogsoft

5.Prometheus

+24 more

Claude

1.PagerDuty

2.Opsgenie

3.Atlassian

4.Alertmanager

5.Prometheus

+9 more

Gemini

1.Datadog

2.New Relic

3.Dynatrace

4.Davis

5.Prometheus

+15 more

AI Overviews

1.PagerDuty

2.Rootly

3.BigPanda

4.Squadcast

5.Opsgenie

+5 more

“suggest some software for automated alert triage and noise reduction for a large kubernetes cluster”

0/4 platforms mentioned

Core

The ROI-Focused Tech Executive · VP of Engineering

ChatGPT

1.Kubernetes

2.BigPanda

3.Moogsoft

4.Dynatrace

5.New Relic

+12 more

Claude

1.Kubernetes

2.Datadog

3.Moogsoft

4.Elastic Observability

5.Opsgenie

+5 more

Gemini

1.Kubernetes

2.Dynatrace

3.ITSM

4.Splunk Observability Cloud

5.Splunk APM

+13 more

AI Overviews

1.Rootly

2.PagerDuty

3.Opsgenie

4.Robusta

5.Prometheus

+9 more

“what's the best way to do automated root cause analysis during a high-severity incident”

0/4 platforms mentioned

Core

The ROI-Focused Tech Executive · VP of Engineering

ChatGPT

1.OpenTelemetry

2.Elastic

3.Logstash

4.Fluentd

5.Prometheus

+23 more

Claude

1.Datadog

2.New Relic

3.Splunk

4.Elastic

5.Lightstep

+5 more

Gemini

1.Datadog

2.Splunk

3.Splunk IT Service Intelligence

4.ITSi

5.Dynatrace

+3 more

AI Overviews

1.Xurrent

2.BigPanda

3.Moogsoft

4.Rootly

5.PagerDuty

+12 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.

Alert noise reduction: How to cut through the noise - BigPanda

bigpanda.io

Traversal

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Traversal

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.