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.

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Torus

Visibility5

Vibe88

Businesses/Energy Technology/Torus

AI Visibility & Sentiment

Torus

Torus is a Utah-based energy technology company that designs, engineers, and manufactures next-generation modular power plants featuring flywheel and battery energy storage systems. Their solutions make electricity more reliable, affordable, and secure for utility providers, data centers, and commercial and industrial customers.

Active Monitoring

torus.co

Energy Technology Startups

AI Visibility Score

5/100

Invisible

Sentiment Score

88/100

AI Perception

Summary

Torus currently operates on the fringes of the AI-driven energy landscape, achieving a singular breakthrough in infrastructure cybersecurity on Gemini while remaining completely silent across ChatGPT and Claude. This critical visibility gap allows competitors like Fluence and Active Power to dominate high-stakes conversations regarding flywheel technology and data center resilience where Torus should be a primary contender.

Value Proposition

Torus delivers the world's first mesh energy infrastructure combining flywheel and battery storage with built-in cybersecurity, providing 99.9% uptime, millisecond response times, and 25+ year product lifespan—all manufactured in the USA.

Overview

Mission

Torus is the world's first mesh energy infrastructure — built to unite people and communities through resilient, secure, and intelligent power.

Products & Services

Torus Spin - Flywheel Energy Storage SystemTorus Pulse - Battery Energy StorageTorus Shield - Cybersecurity HardwareTorus Overwatch - Monitoring & Maintenance PlatformTorus Lasso - Energy Management Software

Agent Breakdown

AI Platforms

How often do different AI platforms reference Torus?

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Conversation Analysis

Topics

What conversations is Torus included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Torus to, and when?

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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

Critical Infrastructure Resilience Planning(3 queries)

“help me design a power backup system for a new data center that needs 99.9% uptime”

0/4 platforms mentioned

ChatGPT

1.Schneider EcoStruxure Power Monitoring

2.Eaton Power Xpert

3.Vertiv Trellis

4.Siemens Desigo

5.Honeywell

+21 more

Claude

1.Eaton

2.Schneider Electric

3.APC

4.Vertiv

5.Riello UPS

+1 more

Gemini

1.Schneider Electric Galaxy VL

2.Eaton Power Xpert 9395

3.Vertiv Liebert EXL S1

4.Cummins QSK Series

5.QSK60

+11 more

AI Overviews

1.POWER Magazine

2.DataBank

3.Camali Corp

4.Destination Certification

“what are the best ways to stabilize a local microgrid for a commercial campus”

1/4 platforms mentioned

ChatGPT

1.Schneider Electric EcoStruxure Microgrid Advisor

2.Siemens

3.ABB Ability DERMS

4.Delta

5.SMA

+23 more

Claude

1.SEL powerMAX

Gemini

1.Amber Kinetics

2.M32

3.Active Power

4.Piller Group

5.CleanSource

20.Torus

+17 more

AI Overviews

1.ABB

2.ABB Ability™

3.PowerSecure

“how to secure energy infrastructure from cyber attacks, specific hardware recommendations please”

1/3 platforms mentioned

Claude

1.FortiGate

2.Check Point Quantum Rugged

3.Quantum Rugged 1595R

Gemini

1.Torus

2.Waterfall Security Solutions

3.Unidirectional Security Gateways

4.Owl Cyber Defense

5.DualDiode Technology

+18 more

AI Overviews

1.SC Media

2.Thales Luna Network HSMs

3.Futurex HSMs

4.IDEMIA Sphere HSM

5.Owl Cyber Defense

+5 more

Sustainable Commercial Development(1 query)

“plan a long-term energy storage strategy for a large residential development, what equipment should i buy”

0/3 platforms mentioned

Claude

1.Tesla

2.Fluence Energy

3.Siemens

4.AES Corporation

5.LG Chem

+4 more

Gemini

1.ESS Inc.

2.Energy Center

3.Invinity Energy Systems

4.VS3

5.Sumitomo Electric

+18 more

AI Overviews

1.Sumitomo Electric

2.Ovanova

Advanced Energy Storage Tech Research(1 query)

“compare flywheel energy storage vs lithium ion batteries for industrial use”

0/4 platforms mentioned

ChatGPT

1.Amber Kinetics

2.Beacon Power

3.Active Power

4.Fluence

5.Tesla Energy

+6 more

Claude

1.AdDHyStor

Gemini

1.Amber Kinetics

2.Beacon Power

3.Smart Energy 25

4.Siemens Energy

5.QuinteQ

+13 more

AI Overviews

No brands listed

Evaluating Energy Technology Providers(1 query)

“most trusted energy storage companies for utility-scale projects”

0/3 platforms mentioned

Claude

1.CATL

2.Tesla

3.Fluence

4.Sungrow

5.BYD

+10 more

Gemini

1.BloombergNEF

2.BNEF

3.Wood Mackenzie

4.Tesla Energy

5.Megapack

+29 more

AI Overviews

1.Tesla Energy

2.Megapack

3.Sungrow

4.Fluence

5.Siemens

+18 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Top-tier performance in Gemini for infrastructure cybersecurity queries, where Torus achieved a #1 ranking.

Strength

Moderate traction with the Utility Grid Modernization Lead persona, showing a 31% mention rate.

Strength

Successful baseline brand recognition in 'vibe check' queries across all four platforms, indicating the AI models have ingested basic corporate data.

Gap

Complete absence from technical comparisons between flywheel and lithium-ion storage, a major missed opportunity for a specialized tech provider.

Gap

Zero visibility within the High-Availability Data Center Architect and Federal Facility Strategist personas.

Gap

Total lack of presence in AI Overviews and ChatGPT, which are the primary tools used by procurement officers for early-stage vendor research.

Opportunity

Capitalize on the existing high ranking for cybersecurity to pivot into broader microgrid and grid-stability narratives.

Opportunity

Aggressively target the 'Data Center Power Backup' category to displace Active Power and Eaton in technical design queries.

Opportunity

Develop specific technical documentation that highlights the comparative advantages of Torus technology against legacy lithium-ion solutions to win 'Advanced Energy Storage' queries.

Technical Health

Site Health for AI Visibility

How well Torus's website is optimized for AI agent discovery and comprehension.

94/100

20 passed 2 warnings

Audited 3/3/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO100

Titles, descriptions, headings

Content Quality73

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

3 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Content may be too short

Expand your content to at least 500 words with valuable information.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Torus's communication style and personality

Torus communicates with confident authority rooted in technical expertise and proven performance metrics. The brand voice balances engineering precision with accessible explanations, emphasizing American manufacturing pride and environmental responsibility. They speak directly to decision-makers with data-backed claims while maintaining an optimistic, forward-looking tone about the future of energy infrastructure.

Core Tone Traits

Technically Authoritative

Leads with specific metrics and engineering capabilities like millisecond response times and 99.9% uptime

Mission-Driven & Optimistic

Conveys genuine passion for solving energy challenges and building a sustainable future

Direct & Confident

Makes bold claims backed by evidence, using clear language without hedging

American Pride

Emphasizes domestic manufacturing, US-sourced materials, and energy independence

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Torus

Fluence17 mentions

Siemens14 mentions

Schneider Electric12 mentions

Active Power12 mentions

Eaton11 mentions

ABB10 mentions

Schweitzer Engineering Laboratories10 mentions

ESS Inc.9 mentions

Megapack8 mentions

SEL8 mentions

Torus4 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

ingenious.build

https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHmWGVF9uqbPrQcZJETtz8mlod4FLZLgXd00yvhVPMZM7Vroyn9xbs4X1LoxxJLmXBX9eYndmHG4RqLTQgBY1hgLYB2PV4Cb8GSWzdfkGGYZ56iD-VbiyuzrrK5kbr3iWZf0wienB04G_cLEzgwikFM-O8YbFZie-utSEj7Dg==

Referenced in 1 query

Review

meter.com

https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQH8z08UEOIdcK57XHmHCupmIngnhs4kpjvp3VTLRL-Ha-HG8SwrcgB5jHznUmNMSdwsBhafRYzOIyWR4L4lFV6Rb-tkjhtYtFCo6N-T3GrGp9iNHke42C26zS7k0aXuIBKSbvfrODEkb_dpyP5C9oiWgA==

Referenced in 1 query

Review

woodstockpower.com

https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGmKw9td_CCxPIilRK7eMVkOqFmAJvJ5-G4fY1Ghi8qjYJqMfFGIC3HqXILG3vJIsuzuIVsNYLBUVOXyexsA4rJxOOm56-DFwjFYnqhoOkyGcazeIVmxTixal4Bg6BbVUqdDnRpev2dcKejPs0SiJZsxL7_JoJNKQgQm3OMRLaODw8=

Referenced in 1 query

Review

liyupower.com

https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHvnj-jtIYtDm8TCibGxwPWmRkEK5ItuGtQVl6UN0lWGKYp7JlBhd0acvdyXqoFvv1u55MHe1gfwmrUYIYfHDvxnkyeRYyzraGGezBhj51M1nua6WnEJcZBRNFc5gYew3YjfhYISRMPrZBmy5uCRFw5D9F_UhJWXEgQuHajEwGZcmXSCCtKhLYe

Referenced in 1 query

Review

DataBank

http://www.databank.com/

Referenced in 1 query

Review

How does UPS Design or Configuration Help Achieve High ...

https://www.deltapowersolutions.com/en/mcis/white-paper-ups-design-help-achieve-high-reliability-and-availability-in-datacenter.php

Referenced in 1 query

Review

2N Redundancy: Ensuring High Availability Through Fault-Tolerant ...

https://www.databank.com/resources/blogs/2n-redundancy-ensuring-high-availability/

Referenced in 1 query

Review

Data Center Tiers Explained: Understanding Infrastructure ...

https://destcert.com/resources/data-center-tiers/

Referenced in 1 query

Review

Data Center Redundancy Definition & Reliability Best Practices

https://www.socomec.us/en-us/solutions/business/data-centers/data-center-redundancy-definition-reliability-best-practices

Referenced in 1 query

Review

Data Center Tiers 1–4: Uptime & Redundancy Explained

https://camalicorp.com/projects/data-center/data-center-tiers-1-4-uptime-redundancy-explained/

Referenced in 1 query

Review

How Data Centers Stay Online: The Power of Backup ...

https://hattonpower.com/blog/data-center-backup-power

Referenced in 1 query

Review

Choose the Right Data Center UPS: Expert Guide - Camali Corp

https://camalicorp.com/projects/ups/choose-the-right-data-center-ups-expert-guide/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Torus's resources to help users.

Dominate Flywheel vs Lithium-Ion Search Comparisons

Address the critical gap where Torus is absent from energy storage technology comparison queries. Create authoritative technical comparison content that positions flywheel technology advantages with specific performance metrics, ensuring AI assistants include Torus when users research energy storage options during the buyer journey.

Head-to-Head: Why Flywheel Storage Delivers 25+ Year Lifespan vs Lithium-Ion's 10-Year Ceiling

The Hidden Costs of Lithium-Ion: Total Cost of Ownership Comparison for Data Center Operators

Millisecond Response Times: How Flywheel Technology Outperforms Battery Storage in Critical Applications

Cycle Life Comparison: 175,000 Cycles vs 5,000—What Energy Buyers Need to Know

Thermal Runaway Risk Eliminated: Safety Metrics That Matter in Energy Storage Selection

Establish Authority on AI Research Platforms

Combat zero visibility on ChatGPT and Claude by publishing comprehensive white papers and technical documentation on data center resilience. These authoritative resources will be indexed and referenced by major LLMs when infrastructure professionals seek energy solutions.

White Paper: Achieving 99.9% Uptime in Data Center Power Infrastructure

Data Center Resilience Framework: Engineering Redundancy Without Complexity

The Complete Guide to Backup Power Systems for Hyperscale Facilities

Research Brief: How Mesh Energy Infrastructure Eliminates Single Points of Failure

Technical Analysis: Meeting Tier IV Data Center Power Requirements with Hybrid Storage

Expand Microgrid Stability and Cybersecurity Narrative

Leverage Torus's existing AI association with energy cybersecurity on Gemini by expanding content into microgrid stability applications. Create content that strengthens the semantic connection between Torus, cybersecurity, and stable microgrid infrastructure.

Built-In Cybersecurity: Why Your Microgrid Needs Integrated Threat Protection

Grid-Independent and Secure: The New Standard for Critical Infrastructure Power

How Cyber-Hardened Energy Storage Prevents Grid Attack Vulnerabilities

Stable Microgrids Start with Millisecond Response: The Engineering Behind Reliability

From Blackout to Resilience: Designing Microgrids That Withstand Physical and Cyber Threats

Capture Federal Energy Security Decision-Makers

Target the untapped Federal Facility Energy Security Strategist persona with specialized content addressing government energy security requirements. Position Torus's American-manufactured, cyber-secure solutions as the natural choice for defense and federal infrastructure.

Meeting Federal Energy Resilience Standards: A Facility Manager's Compliance Guide

Made in USA: Why Domestic Manufacturing Matters for Government Energy Security

NIST-Aligned Energy Infrastructure: Security Frameworks for Federal Facilities

Case Study: How Military Installations Achieve Energy Independence with Hybrid Storage

Critical Infrastructure Protection: Energy Storage Solutions That Meet DoD Requirements

Content Engineering

Recommended Actions

Deploy technical comparison content focused on 'flywheel vs lithium-ion' performance metrics.

Competitors are currently winning the research phase of the buyer journey because Torus is not mentioned in queries comparing energy storage technologies.

Impact: High

Optimize digital presence for ChatGPT and Claude by publishing authoritative white papers on data center resilience.

Torus has 0% visibility on these platforms, which are the most used LLMs for professional infrastructure planning and design.

Impact: High

Amplify the infrastructure security narrative into microgrid stability use cases.

Gemini already associates Torus with energy cybersecurity; expanding this to 'stable microgrids' leverages an existing AI semantic link.

Impact: Medium

Create targeted content for the Federal Facility Energy Security Strategist persona.

This persona currently shows 0% engagement, yet represents a high-value sector where Torus's technology is a natural fit for energy security requirements.

Impact: Medium

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