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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Last Energy

Visibility34

Vibe94

Businesses/Energy/Last Energy

AI Visibility & Sentiment

Last Energy

Last Energy is a nuclear energy company that designs, owns, and operates proprietary small modular reactor technology. They provide decarbonized, reliable, and affordable baseload power to energy-intensive industries through a full-service delivery model from design to operations.

Active Monitoring

lastenergy.com

Energy Startups

AI Visibility Score

34/100

Low

Sentiment Score

94/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Last Energy today.

Last Energy is currently a hidden champion for heavy industrial decarbonization, dominating the Chemical Plant Operations persona while remaining dangerously invisible in the high-stakes race for data center power dominance. While Claude and Gemini are beginning to recognize the brand's baseload potential, a complete blackout on ChatGPT and negligible presence in Google AI Overviews allows legacy competitors like NuScale and X-energy to own the broader small modular reactor narrative.

Value Proposition

Full-service nuclear energy delivery that combines proprietary reactor technology with an integrated owner-operator model, enabling industrial customers to access clean, reliable baseload power without the complexity of managing nuclear infrastructure themselves.

Overview

Mission

To build a future with nuclear energy at scale, providing decarbonized, reliable, and affordable power to industries that need it most.

Products & Services

Small modular reactor design and manufacturingNuclear power plant ownership and operationBaseload power supply for industrial facilitiesFull-service energy delivery from design to operationsDecarbonization solutions for heavy industry

Current State

Visibility Landscape

A high-level view of how Last Energy 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	40	49	6
Core Topics Product/service category queries	—	61	61	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

NuScale Power

21 mentions

X-energy

15 mentions

NuScale

12 mentions

Plug Power

10 mentions

Fervo Energy

10 mentions

BWRX-300

10 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional resonance with Chemical Plant Operations Leads, achieving a 67% mention rate and top-tier positioning (avg pos 2.2)

Strength

Strong performance on Claude and Gemini for specific industrial decarbonization and baseload green energy queries

Strength

High sentiment and authoritative ranking (pos 1.3) when mentioned in Claude, signaling strong technical validation by the model

Recommended Actions

Launch a targeted narrative seeding campaign to bridge the ChatGPT data gap and fix the 0% mention rate.

ChatGPT is the primary tool for executive research; total absence there means Last Energy is excluded from the initial consideration set for large-scale energy projects.

Develop and publish technical white papers and case studies specifically linking SMR technology to hyperscale data center power needs.

The 42% persona mention rate suggests potential, but the brand is missing from specific 'dedicated power' queries that drive high-value data center leads.

Optimize digital assets for Google AI Overviews by structuring content around 'baseload green energy' and 'on-site generation' entity schemas.

A 7% mention rate in AI Overviews represents a massive failure to capture the top-of-funnel search audience currently migrating from traditional search to AI summaries.

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 Decarbonization & Baseload Solutions(3 queries)

“help me plan a decarbonization strategy for a chemical plant that needs 24/7 power”

0/3 platforms mentioned

Adjacent

Claude

1.NuScale

2.Rolls-Royce

3.Mitsubishi Heavy Industries

4.Siemens Energy

5.CATL

+3 more

Gemini

1.Siemens

2.Schneider Electric

3.Aspen Plus

4.HYSYS

5.Persefoni

+12 more

AI Overviews

No brands listed

“what are the best options for reliable baseload green energy for industrial manufacturing, specific companies please”

1/3 platforms mentioned

Core

Hyperscale Data Center Infrastructure VP · VP of Infrastructure and Energy Strategy

Claude

1.NuScale Power

2.TerraPower

3.X-energy

4.Fervo Energy

5.Baseload Capital

+1 more

Gemini

1.NuScale Power

2.Last Energy

3.PWR-20

4.Terrestrial Energy

5.IMSR

+11 more

AI Overviews

1.Ormat Technologies

2.Fervo Energy

3.Calpine Corporation

4.Drax Group

5.Arbor Energy

+8 more

“how can a steel mill switch to carbon free energy without losing its constant power supply”

1/3 platforms mentioned

Core

Hyperscale Data Center Infrastructure VP · VP of Infrastructure and Energy Strategy

Claude

1.NuScale

2.X-energy

3.Tesla Megapack

4.Eos Aurora

5.PJM

+1 more

Gemini

1.First Solar

2.SunPower

3.GE Renewable Energy

4.Vestas

5.Ormat Technologies

7.Last Energy

+6 more

AI Overviews

1.HYBRIT

2.H2 Green Steel

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.

Potential pathways to green chemical industrial processes

sciencedirect.com

Web1 ref

Electrification or Hydrogen? The Challenge of Decarbonizing Industrial (High-Temperature) Process Heat

mdpi.com

Web1 ref

Fuel cell technology for domestic built environment applications: State of-the-art review

sciencedirect.com

Web1 ref

Tri-Generation - UnderstandingCHP.com

understandingchp.com

Web1 ref

Petrochemical Replacement → Term

lifestyle.sustainability-directory.com

Web1 ref

Decarbonizing the chemical industry through digital technologies

sciencedirect.com

Web1 ref

Getting real about the energy transition | Article Page

knowledge.energyinst.org

Web1 ref

10 Top Tips for Targeting Net Zero Carbon

netzerocarbonguide.co.uk

Web1 ref

Sustainable Energy Systems: Challenging the Emerging Energy Technologies | Springer Nature Link

link.springer.com

Web1 ref

Waste heat recovery technologies and applications - ScienceDirect

sciencedirect.com

Web1 ref

A multi-objective bilevel planning for data center integrated energy systems with waste heat utilization

sciencedirect.com

Web1 ref

Waste Heat Recovery | Advanced Heat Recovery & Waste Heat Solutions

apollo.engineer

Web1 ref

Low grade waste heat recovery using heat pumps and power cycles

sciencedirect.com

Web1 ref

Application of organic Rankine cycle in integration of thermal power plant with post-combustion CO2 capture and compression

sciencedirect.com

Web1 ref

Businesses can lead the charge towards 24/7 carbon-free electricity

theclimategroup.org

Web1 ref

Competitive Landscape

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

NuScale Power21 mentions

X-energy15 mentions

NuScale12 mentions

Last Energy12 mentions

Plug Power10 mentions

Fervo Energy10 mentions

BWRX-30010 mentions

GE Hitachi Nuclear Energy9 mentions

Rolls-Royce SMR8 mentions

Siemens Energy7 mentions

Wärtsilä7 mentions

Brand Identity

Brand Voice & Style

How AI perceives Last Energy's communication style and personality

Last Energy communicates with bold confidence and engineering precision, positioning itself as a builder rather than a dreamer in the nuclear energy space. The brand voice is direct and action-oriented, emphasizing tangible results over theoretical possibilities. They balance technical credibility with accessible language, making complex nuclear technology feel achievable and practical for industrial decision-makers.

Core Tone Traits

Bold & Action-Oriented

Uses decisive language that emphasizes building and doing rather than imagining or planning

Technically Credible

Demonstrates deep engineering expertise while remaining accessible to business audiences

Confidently Pragmatic

Presents nuclear energy as a practical, achievable solution rather than a futuristic concept

Industry-Focused

Speaks directly to the needs of heavy industry and energy-intensive operations

Backing

Investors

Floodgate

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 February 27, 2026.

Explore Energy

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Radiant Industries

15/100

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