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

OptiCore

Visibility0

Vibe88

Businesses/OptiCore

AI Visibility & Sentiment

OptiCore

OptiCore is a deep tech startup developing the world's first optical supercomputer using photonic integrated circuits. Founded by UC Berkeley and MIT researchers, the company creates light-powered AI accelerated computing systems that achieve 100x higher energy efficiency and computing density than traditional digital electronics for data center applications.

Active Monitoring

opticore.ai

Startups

AI Visibility Score

0/100

Invisible

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

adjacent

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe OptiCore today.

OptiCore is currently a ghost in the high-stakes conversation surrounding AI infrastructure, failing to appear in a single category-level query despite the surging demand for optical computing solutions. While the brand is recognized in direct 'vibe check' queries, it is completely bypassed when architects and strategists seek solutions for the 'AI Power Wall' or next-gen hardware. This total absence leaves the field open for competitors like Lightmatter and Ayar Labs to define the narrative and capture the market's technical mindshare.

Working in your favor

High baseline brand awareness during direct inquiries, ranking as high as #1 on AI Overviews and #2 on ChatGPT when the prompt specifically names the company

Foundational LLM knowledge exists regarding the brand's core identity, indicating that the 'brain' of these models understands OptiCore's existence but does not consider it a relevant solution for industry problems

Gaps to close

Zero visibility across critical industry-defining queries like 'Solving the AI Power Wall' and 'Next-Gen AI Infrastructure Planning'

Complete failure to reach the 'Sustainability-Driven Data Center Architect' and 'VC Infrastructure Strategist' personas who are actively searching for energy-efficient accelerators

Significant mention gap compared to competitors like Nvidia and Lightmatter, who are being cited 27-30 times more frequently in technical hardware evaluations

Opportunities

Bridge the 'Identity-Utility Gap' by aligning brand content with specific problem-solving keywords like 'optical processing' and 'energy-efficient AI accelerators'

Capture the 'Sustainability-Driven' persona by publishing verified performance benchmarks that focus on power-per-watt metrics, a major blind spot in the current visibility profile

Disrupt the dominance of Ayar Labs and Celestial AI by securing placements in third-party photonic startup lists and hardware evaluation technical blogs

Highest-Impact Actions

Execute a technical content blitz targeting the 'AI Power Wall' narrative.

OptiCore is invisible in energy-efficiency queries; creating high-authority whitepapers on power reduction will force LLMs to associate the brand with sustainability solutions.

Aggressively target third-party industry rankings and startup listicles.

Competitors like Lightmatter and Ayar Labs dominate because they are frequently cited in external roundups; securing these citations is the fastest way to move from invisible to recommended.

Optimize technical documentation for 'co-packaged optoelectronics' and 'optical processing' keywords.

The brand is ignored during infrastructure planning queries because its technical specifications aren't being mapped to these high-intent architectural terms by AI models.

Value Proposition

OptiCore delivers 100x improvement in energy efficiency and computing density over traditional CMOS-based processors by using patented optical processing units (OPUs) that leverage light for on-chip data movement and computation, solving the AI power wall problem.

Overview

Mission

Delivering the world's first optical supercomputer to power the next era of AI with breakthrough efficiency and performance.

Products & Services

Optical Processing Units (OPUs)Photonic Integrated Circuits for AI ComputingHigh-Performance Data Center Computing SystemsPhotonic Logic Technology based on Photoelectric MultiplicationCo-packaged Optoelectronics Solutions

Current State

Visibility Landscape

A high-level view of how OptiCore 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	94	91	85	97
“What do you know about OptiCore? What do they do and what's their reputation?”	#2	#3	#5	#1
Core3q Product/service category queries	—	0	0	0
“how can i reduce the power consumption of my AI inference clusters without losing performance, what hardware should i look at”	—	No	No	No
“give me a list of the most energy efficient AI accelerators for massive scale deployments”	—	No	No	No
“what are the best options for co-packaged optoelectronics and photonic logic for high density computing”	—	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	0	0
“help me understand the current state of optical processing units and if they're ready for production data centers”	No	No	No	No
“most promising startups in the optical computing and photonic chip space right now”	No	No	No	No

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

“how can i reduce the power consumption of my AI inference clusters without losing performance, what hardware should i look at”

—

“give me a list of the most energy efficient AI accelerators for massive scale deployments”

—

“what are the best options for co-packaged optoelectronics and photonic logic for high density computing”

—

“help me understand the current state of optical processing units and if they're ready for production data centers”

“most promising startups in the optical computing and photonic chip space right now”

Competitive Landscape

Nvidia

30 mentions

Lightmatter

27 mentions

Ayar Labs

26 mentions

Intel

20 mentions

Broadcom

18 mentions

Celestial AI

18 mentions

Passage

15 mentions

TeraPHY

14 mentions

TSMC

13 mentions

Photonic Fabric

12 mentions

OptiCore

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High baseline brand awareness during direct inquiries, ranking as high as #1 on AI Overviews and #2 on ChatGPT when the prompt specifically names the company

Strength

Gap

Zero visibility across critical industry-defining queries like 'Solving the AI Power Wall' and 'Next-Gen AI Infrastructure Planning'

Recommended Actions

Execute a technical content blitz targeting the 'AI Power Wall' narrative.

OptiCore is invisible in energy-efficiency queries; creating high-authority whitepapers on power reduction will force LLMs to associate the brand with sustainability solutions.

Aggressively target third-party industry rankings and startup listicles.

Competitors like Lightmatter and Ayar Labs dominate because they are frequently cited in external roundups; securing these citations is the fastest way to move from invisible to recommended.

Optimize technical documentation for 'co-packaged optoelectronics' and 'optical processing' keywords.

The brand is ignored during infrastructure planning queries because its technical specifications aren't being mapped to these high-intent architectural terms by AI models.

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

Solving The AI Power Wall(2 queries)

“how can i reduce the power consumption of my AI inference clusters without losing performance, what hardware should i look at”

0/3 platforms mentioned

Core

Claude

1.NVIDIA GB200 Grace Blackwell Superchip

2.NVIDIA Hopper

3.NVIDIA A100

4.H100

5.Blackwell NVIDIA DGX B200

+12 more

Gemini

1.NVIDIA Blackwell

2.NVIDIA TensorRT

3.Intel OpenVINO

4.Hugging Face Optimum

5.Mixtral

+24 more

AI Overviews

1.AWS Inferentia 2

2.Google Cloud TPUs

3.Groq LPUs

4.FuriosaAI RNGD

5.Positron AI Atlas

+7 more

“give me a list of the most energy efficient AI accelerators for massive scale deployments”

0/3 platforms mentioned

Core

The Sustainability-Driven Data Center Architect · Chief Sustainability Architect

Claude

1.Google TPU v7 (Ironwood)

2.Meta MTIA

3.NVIDIA H100

4.NVIDIA Blackwell (B200/Ultra)

5.B300 series

+6 more

Gemini

1.TPU

2.Trainium

3.Google TPU v5p

4.TPU v4

5.AWS Trainium1

+17 more

AI Overviews

1.Groq LPU

2.Cerebras CS-3

3.NVIDIA Blackwell

4.AWS Trainium

5.Inferentia

+2 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.

Green AI techniques for reducing energy consumption in AI systems - ScienceDirect

sciencedirect.com

OptiCore

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

OptiCore

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.