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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Unconventional AI

Visibility0

Vibe60

Businesses/Artificial Intelligence Hardware/Unconventional AI

AI Visibility & Sentiment

Unconventional AI

Unconventional AI is a deep tech startup rethinking the foundations of computing to optimize energy efficiency for artificial intelligence. Founded by experts in AI systems, analog circuits, computing theory, and neuroscience, the company aims to bring biology-scale efficiency to AI applications.

Active Monitoring

unconv.ai

Artificial Intelligence Hardware Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

60/100

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 Unconventional AI today.

Unconventional AI is currently a ghost in the machine, failing to appear in 100% of the critical conversations where infrastructure leaders decide the future of sustainable compute. While the brand is indexed well enough to pass a direct 'vibe check,' it is being bypassed entirely in favor of competitors like NVIDIA and Cerebras who dominate the energy-efficient hardware narrative.

Value Proposition

Achieving biology-scale energy efficiency for AI by fundamentally rethinking computer architecture, combining expertise from neuroscience, analog circuits, and computing theory

Overview

Mission

Bringing biology-scale efficiency to artificial intelligence by rethinking the foundations of computing

Products & Services

Energy-efficient AI computing hardwareNeuromorphic computing solutionsNovel computer architecture researchAI systems optimization

Current State

Visibility Landscape

A high-level view of how Unconventional AI 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	21	0	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

NVIDIA

25 mentions

H100

19 mentions

Intel

18 mentions

AMD

16 mentions

Cerebras

13 mentions

Groq

13 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

The brand maintains high awareness in direct brand-check queries across all platforms, indicating that the underlying models possess the training data but lack the confidence to recommend the brand as a solution.

Strength

A minor foothold in Claude for 'Neuromorphic & Novel Architecture Research' suggests a baseline level of technical authority that can be rehabilitated.

Gap

Total absence in the 'Sustainable AI Infrastructure Planning' category across all 16 queries, leaving a vacuum for competitors to define the green hardware standards.

Recommended Actions

Execute an aggressive technical benchmarking campaign focused on power-per-watt metrics for LLM training.

The brand is currently invisible in all sustainability queries; providing hard, indexable data is the only way to break NVIDIA's dominance in the 'Green AI' conversation.

Target the 'negative sentiment' bottleneck in Claude by seeding peer-reviewed research and technical case studies.

Claude is the only platform where the brand currently surfaces in technical contexts, but the negative sentiment at position #9 is actively damaging the brand's reputation with researchers.

Optimize technical whitepapers for AI Overviews and Gemini specifically focusing on 'Hyperscale Infrastructure.'

Zero visibility on Google-driven platforms represents a total loss of top-of-funnel traffic from architects looking for new hardware solutions.

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

Sustainable AI Infrastructure Planning(3 queries)

“how to reduce power consumption in my ai data center without losing performance, what hardware should i look at”

0/4 platforms mentioned

Core

ChatGPT

1.NVIDIA L4

2.H100

3.H200

4.AMD Instinct MI300

5.Habana Gaudi2

+55 more

Claude

1.AMD EPYC 9004 series

2.Intel Xeon W9-3500

3.Graviton3

4.AWS

5.Apple Silicon

+12 more

Gemini

1.NVIDIA

2.Hopper

3.Ampere

4.H100

5.A100

+20 more

AI Overviews

1.AIRSYS

2.NVIDIA Vera Rubin

3.AMD EPYC

4.Intel Xeon

5.Qualcomm Snapdragon X2 Elite

+6 more

“what are the most energy efficient hardware options for training llms right now”

0/4 platforms mentioned

Core

Sustainability-Focused CTO · Chief Technology Officer

ChatGPT

1.NVIDIA H100

2.DGX H100

3.Hopper

4.NVLink

5.NVSwitch

+25 more

Claude

1.NVIDIA H100

2.Hopper Architecture

3.NVIDIA L40S

4.AMD MI300X

5.Google TPU v5e

+3 more

Gemini

1.NVIDIA H100 Tensor Core GPU

2.NVIDIA

3.NVIDIA A100 Tensor Core GPU

4.AMD Instinct MI250X

5.Intel Xeon Scalable Processors

+9 more

AI Overviews

1.Cerebras CS-3

2.NVIDIA

3.Blackwell DGX

4.NVIDIA Blackwell

5.B200

+10 more

“help me find green ai hardware solutions that can handle large scale inference”

0/3 platforms mentioned

Core

Sustainability-Focused CTO · Chief Technology Officer

Claude

1.NVIDIA H100

2.Grace Hopper

3.NVIDIA

4.Google TPU v5e

5.Google Cloud

+5 more

Gemini

1.Cerebras Systems

2.Wafer Scale Engine

3.Graphcore IPUs

4.Groq LPU

5.Xilinx Versal ACAP

+8 more

AI Overviews

1.Groq

2.Groq Language Processing Units (LPUs)

3.SambaNova

4.SambaNova SN50 RDU

5.NVIDIA

+19 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.

How to Reduce AI Power Consumption in the Data Center

blog.purestorage.com

Web1 ref

How to Optimize Data Center Power Usage to Increase AI ...

airsysnorthamerica.com

Web1 ref

Moving Beyond Air Cooling to Liquid Cooling for Data Centers

applieddigital.com

Web1 ref

A guide to data center cooling: Future innovations for sustainability

digitalrealty.com

Web1 ref

Data Center Liquid Cooling: The AI Heat Solution

spectrum.ieee.org

Web1 ref

Liquid cooling solutions for AI and high-density data centers

se.com

Web1 ref

Nvidia’s new AI system Vera Rubin is 10 times more efficient than its predecessor — here’s a first look

cnbc.com

Web1 ref

AI has high data center energy costs — but there are solutions

mitsloan.mit.edu

Edu1 ref

Choosing Sustainable Hardware to Lower Your Data Center’s ...

learn-more.supermicro.com

Web1 ref

4 Approaches to Reducing Data Center Power Consumption for ...

aivres.com

Web1 ref

Optimize Data Center Efficiency for AI and HPC Workloads ...

developer.nvidia.com

Web1 ref

Power Supply Unit for AI Data Centers Market Outlook 2026-2034

intelmarketresearch.com

Web1 ref

Chip Observer: CES 2026, AI Power Plays, and a $48B M&A Surge

techinsights.com

Web1 ref

How to Reduce AI Power Consumption in the Data Center - LinkedIn

linkedin.com

Social1 ref

Broadcom Ships New AI Chip to Fujitsu, Plans Wider Rollout

bloomberg.com

Web1 ref

Competitive Landscape

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

NVIDIA25 mentions

H10019 mentions

Intel18 mentions

AMD16 mentions

Cerebras13 mentions

Groq13 mentions

NVLink9 mentions

H2008 mentions

Cerebras Systems8 mentions

Graphcore7 mentions

Unconventional AI1 mention

Brand Identity

Brand Voice & Style

How AI perceives Unconventional AI's communication style and personality

Unconventional AI communicates with intellectual depth and scientific credibility while maintaining accessibility for a broader tech audience. The brand voice is confident yet humble, acknowledging the ambitious nature of their mission while grounding claims in the expertise of their founding team. They use precise, technical language when appropriate but avoid unnecessary jargon, preferring clarity over complexity. The tone conveys pioneering spirit and quiet confidence in tackling fundamental challenges that others have overlooked.

Core Tone Traits

Intellectually Bold

Confidently challenges conventional computing paradigms with well-reasoned scientific arguments

Technically Precise

Uses accurate, specific language that demonstrates deep domain expertise

Visionary yet Grounded

Balances ambitious long-term goals with credible scientific foundations

Accessible Expert

Makes complex concepts understandable without oversimplifying the science

Backing

Investors

a16z

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.

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