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

ControlRooms.ai

Visibility24

Vibe100

Businesses/ControlRooms.ai

AI Visibility & Sentiment

ControlRooms.ai

ControlRooms.ai is an AI-powered troubleshooting assistant designed specifically for chemical processing plants and heavy industries. The platform uses machine learning to detect operational anomalies early, alert the right teams, and accelerate root-cause analysis to prevent small issues from becoming costly problems.

Active Monitoring

controlrooms.ai

Startups

AI Visibility Score

24/100

Low

Sentiment Score

100/100

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 ControlRooms.ai today.

ControlRooms.ai has secured a powerful foothold within Gemini, frequently outperforming legacy giants like Seeq to claim the top spot for industrial troubleshooting queries. However, this technical dominance is undermined by a complete lack of visibility in Google's AI Overviews and a total failure to reach the Efficiency-Focused Plant Manager persona, leaving a critical gap in the buyer's journey.

Working in your favor

Dominant performance on Gemini with a 50% mention rate and frequent #1 rankings for high-intent troubleshooting queries.

High resonance with Strategic Operations Directors, achieving a 53% mention rate among this key decision-maker persona.

Strong brand authority on technical 'root cause' and 'process upset' troubleshooting queries across ChatGPT and Gemini.

Gaps to close

Total invisibility in AI Overviews (0%), a critical failure for a brand in the industrial software space where Google's ecosystem is primary.

Zero visibility with the Efficiency-Focused Plant Manager persona, indicating a lack of content focused on daily operational metrics and throughput.

Failure to appear in 'Modernizing Plant Monitoring' and 'Specialty Chemical' specific software evaluations where competitors like Seeq and TrendMiner are well-established.

Opportunities

Leverage existing Gemini dominance to push for inclusion in AI Overviews by structuring data for Google's Knowledge Graph.

Capture the 'Modernizing Plant Monitoring' query space by creating comparative content focused on 'intelligent thresholding'—a current blind spot.

Displace Seeq and AspenTech in the 'specialty chemicals' niche by publishing targeted use cases that AI models can crawl for evaluation queries.

Highest-Impact Actions

Restructure technical white papers into AI-readable 'Problem-Solution-Impact' schemas to trigger AI Overviews visibility.

Despite high Gemini rankings, the 0% visibility in AI Overviews suggests a technical formatting barrier preventing Google from indexing the brand for search-generative experiences.

Develop an 'Operations Efficiency' content pillar specifically targeting Plant Manager pain points like uptime and shift-to-shift consistency.

The 0% mention rate for Plant Managers indicates the current messaging is too strategic or too technical, missing the mid-level operational decision-maker.

Aggressively target the 'Intelligent Thresholding' and 'Sensor Data Trend Search' keyword clusters through technical documentation.

ControlRooms.ai is currently absent from these specific modernization queries, which are the primary entry points for users looking to replace legacy systems like OSIsoft PI.

Value Proposition

Eliminates guesswork in industrial troubleshooting by using AI to detect issues before alarms sound, enabling frontline teams to proactively course correct and resolve problems up to 10x faster than manual methods.

Overview

Mission

To revolutionize the way energy, chemical, and materials producers mitigate risk so they can operate better.

Products & Services

AI Anomaly DetectionTrend Search for historical data analysisIntelligent ThresholdingAI-powered targeted alertsCustom real-time views for collaboration

Current State

Visibility Landscape

A high-level view of how ControlRooms.ai 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	97	97
“What do you know about ControlRooms.ai? What do they do and what's their reputation?”	#1	#1	#1	#1
Core2q Product/service category queries	73	0	94	0
“best reviewed industrial analytics software for specialty chemical sites right now”	#8	No	#3	No
“best way to find the root cause of an industrial anomaly using machine learning”	#10	No	#1	No
Growth Areas4q Adjacent, aspirational & visionary	53	45	75	0
“our chemical plant is having too much unplanned downtime, how can we use AI to catch stuff earlier?”	#11	No	#1	No
“how to set up intelligent thresholding for plant sensors so we stop getting junk alarms”	No	No	No	No
“best way to do a trend search on years of plant sensor data to find similar past issues”	#30	#1	#6	No
“how can my frontline team troubleshoot process upsets faster without waiting for senior engineers?”	#1	No	#1	No

“What do you know about ControlRooms.ai? What do they do and what's their reputation?”

“best reviewed industrial analytics software for specialty chemical sites right now”

“best way to find the root cause of an industrial anomaly using machine learning”

#10

“our chemical plant is having too much unplanned downtime, how can we use AI to catch stuff earlier?”

#11

“how to set up intelligent thresholding for plant sensors so we stop getting junk alarms”

“best way to do a trend search on years of plant sensor data to find similar past issues”

#30

“how can my frontline team troubleshoot process upsets faster without waiting for senior engineers?”

Competitive Landscape

Seeq

27 mentions

TrendMiner

22 mentions

AspenTech

15 mentions

ControlRooms.ai

14 mentions

OSIsoft PI

13 mentions

Honeywell

13 mentions

Grafana

12 mentions

AVEVA PI

10 mentions

Aspen Mtell

10 mentions

Honeywell Forge

9 mentions

InfluxDB

8 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant performance on Gemini with a 50% mention rate and frequent #1 rankings for high-intent troubleshooting queries.

Strength

High resonance with Strategic Operations Directors, achieving a 53% mention rate among this key decision-maker persona.

Strength

Strong brand authority on technical 'root cause' and 'process upset' troubleshooting queries across ChatGPT and Gemini.

Recommended Actions

Restructure technical white papers into AI-readable 'Problem-Solution-Impact' schemas to trigger AI Overviews visibility.

Despite high Gemini rankings, the 0% visibility in AI Overviews suggests a technical formatting barrier preventing Google from indexing the brand for search-generative experiences.

Develop an 'Operations Efficiency' content pillar specifically targeting Plant Manager pain points like uptime and shift-to-shift consistency.

The 0% mention rate for Plant Managers indicates the current messaging is too strategic or too technical, missing the mid-level operational decision-maker.

Aggressively target the 'Intelligent Thresholding' and 'Sensor Data Trend Search' keyword clusters through technical documentation.

ControlRooms.ai is currently absent from these specific modernization queries, which are the primary entry points for users looking to replace legacy systems like OSIsoft PI.

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

Industrial Troubleshooting Optimization(3 queries)

“our chemical plant is having too much unplanned downtime, how can we use AI to catch stuff earlier?”

0/4 platforms mentioned

Adjacent

ChatGPT

1.OSIsoft

2.AVEVA PI

3.Honeywell PHD

4.IBM Maximo

5.SAP EAM

+31 more

Claude

1.GE Digital Predix

2.Honeywell Forge

3.Splunk

4.Datadog

5.scikit-learn

+4 more

Gemini

1.Aveva APM

2.OSIsoft

3.PI System

4.GE Digital

5.Predix APM

+11 more

AI Overviews

No brands listed

“how can my frontline team troubleshoot process upsets faster without waiting for senior engineers?”

2/4 platforms mentioned

Adjacent

The Strategic Operations Director · Director of Operations

ChatGPT

1.ControlRooms.ai

2.AspenTech

3.aspenONE

4.DMC

5.AVEVA PI System

+17 more

Claude

No brands listed

Gemini

1.ControlRooms.ai

2.Seeq

3.Aspen Mtell

4.AspenTech

5.OSIsoft PI

+7 more

AI Overviews

1.Kepner-Tregoe

2.TeamAssurance

3.CheckProof

4.Project Management Academy

5.Microsoft Teams

+5 more

“best way to find the root cause of an industrial anomaly using machine learning”

2/4 platforms mentioned

Core

The Strategic Operations Director · Director of Operations

ChatGPT

1.PI/AVEVA

2.OSIsoft/AVEVA PI

3.Kepware

4.Kafka

5.S3

10.ControlRooms.ai

+24 more

Claude

No brands listed

Gemini

1.AspenTech

2.Mtell

3.Aspen AIoT Hub

4.Aspen HYSYS

5.ControlRooms.ai

+8 more

AI Overviews

1.DoWhy

2.causaLens

3.SHAP

4.LIME

5.Amazon Lookout for Metrics

+4 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.

AUZIYQFMH3gNASqHQmbFO1IYQPIAvDcU1 9sobLHtj01tiVxoRfebrfz QmNHtEvjLPm0seSEacab EHJEeC1CqoNoqSRyHI7bPafj2TdkI1WPl4YbOqjnsl1qPlSYNUgSqGqjRjcGEYDi6VGdydIEB BTZFd9XOWvRbmfQOQJygjSwYy2Q=

vertexaisearch.cloud.google.com

ControlRooms.ai

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

ControlRooms.ai

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.