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.

Roadmap Pricing

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Flux

Visibility46

Vibe89

Businesses/Electronic Design Automation (EDA)/Flux

AI Visibility & Sentiment

Flux

Flux is an AI-powered, browser-based PCB design platform that automates the electronics development workflow. It enables engineers and hobbyists to design, simulate, and manufacture hardware through an intelligent, collaborative environment.

Active Monitoring

flux.ai

Electronic Design Automation (EDA)

AI Visibility Score

46/100

Moderate

Sentiment Score

89/100

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 Flux today.

Flux has successfully established itself as a top-tier contender for modern PCB prototyping and collaborative hardware design, capturing a commanding 73% mention rate in AI Overviews. While Flux is a preferred destination for engineering students and solo founders, the brand must bridge the gap between being a known tool and being the definitive answer for AI-augmented design workflows.

Working in your favor

High visibility in AI Overviews for 'quick prototyping' and 'collaborative hardware design' queries.

Strong preference among University Engineering Students and Solo Hardware Founders who value modern, browser-based accessibility.

Reliable performance on Claude, where the brand maintains consistent positioning within the top 5 results.

Gaps to close

Inconsistent visibility in AI-augmented workflow queries, where the brand fails to dominate the narrative on how AI can speed up the design process.

Weak presence on ChatGPT, which is a critical discovery channel for seasoned hardware architects.

Lower-tier performance in searches related to legacy enterprise trust compared to established incumbents like Altium.

Opportunities

Claim the 'AI-driven PCB design' narrative by producing technical content that addresses how Flux automates manual design tasks.

Target the Seasoned Hardware Architect persona through high-authority case studies that address security and scale, countering Altium's market share.

Improve mention rates in ChatGPT by aligning content with technical FAQs regarding cloud-based EDA integration and supply chain features.

Highest-Impact Actions

Develop a dedicated 'AI in PCB Design' technical documentation hub.

Data shows Flux is frequently bypassed when users ask how to 'speed up' design with AI; creating specific content here will capture this intent.

Optimize for 'Seasoned Hardware Architect' search intent.

This persona is under-served; creating content that highlights enterprise-grade, secure, browser-based workflows will move the brand up in position 4-5 rankings.

Increase presence on ChatGPT through targeted brand-mention campaigns.

With a 13% mention rate on ChatGPT, Flux is significantly under-indexed on the most popular LLM, limiting brand awareness among core industry decision-makers.

Value Proposition

Flux acts as an 'AI intern' for PCB design, automating complex tasks like schematic generation, layout, and component sourcing within a browser-based, collaborative environment.

Overview

Mission

To take the hard out of hardware by making it as easy for a teenager to build an iPhone as it is to build a website.

Products & Services

AI-powered PCB design platformBrowser-based ECAD toolReal-time collaborative design environmentIntegrated component sourcing and supply chain management

Current State

Visibility Landscape

A high-level view of how Flux 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	76	70	88	79
“What do you know about Flux? What do they do and what's their reputation?”	#8	Yes	#4	#7
Core3q Product/service category queries	0	68	53	95
“best browser-based ECAD tools for quick prototyping”	No	#2	#5	#1
“tools for real-time collaborative PCB design for distributed teams”	No	#4	#11	#1
“what are the best modern EDA tools for someone who finds Altium and KiCad too clunky”	No	No	No	#3
Growth Areas2q Adjacent, aspirational & visionary	53	50	90	53
“how do I find components that are actually in stock while designing a PCB”	No	No	#1	No
“how to speed up my PCB design process using AI”	#4	#5	#6	#4

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

Yes

“best browser-based ECAD tools for quick prototyping”

“tools for real-time collaborative PCB design for distributed teams”

#11

“what are the best modern EDA tools for someone who finds Altium and KiCad too clunky”

“how do I find components that are actually in stock while designing a PCB”

“how to speed up my PCB design process using AI”

Competitive Landscape

EasyEDA

39 mentions

KiCad

35 mentions

Upverter

31 mentions

Altium

28 mentions

Flux

28 mentions

Altium Designer

27 mentions

Altium 365

26 mentions

JLCPCB

20 mentions

Cadence

16 mentions

LCSC

14 mentions

OrCAD X

13 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High visibility in AI Overviews for 'quick prototyping' and 'collaborative hardware design' queries.

Strength

Strong preference among University Engineering Students and Solo Hardware Founders who value modern, browser-based accessibility.

Strength

Reliable performance on Claude, where the brand maintains consistent positioning within the top 5 results.

Recommended Actions

Develop a dedicated 'AI in PCB Design' technical documentation hub.

Data shows Flux is frequently bypassed when users ask how to 'speed up' design with AI; creating specific content here will capture this intent.

Optimize for 'Seasoned Hardware Architect' search intent.

This persona is under-served; creating content that highlights enterprise-grade, secure, browser-based workflows will move the brand up in position 4-5 rankings.

Increase presence on ChatGPT through targeted brand-mention campaigns.

With a 13% mention rate on ChatGPT, Flux is significantly under-indexed on the most popular LLM, limiting brand awareness among core industry decision-makers.

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

Modernizing The PCB Design Workflow(2 queries)

“best browser-based ECAD tools for quick prototyping”

3/4 platforms mentioned

Core

ChatGPT

1.EasyEDA

2.Seeed

3.JLCPCB

4.Upverter

5.Altium

+7 more

Claude

1.EasyEDA

2.JLCPCB

3.Flux.ai

4.SchemeIT

5.DigiKey

+4 more

Gemini

1.EasyEDA

2.JLCPCB

3.Autodesk Eagle Online

4.Fusion 360

5.Upverter

10.Flux

+5 more

AI Overviews

1.EasyEDA

2.JLCPCB

3.Tinkercad Circuits

4.Autodesk

5.Upverter

7.Flux

+7 more

“how to speed up my PCB design process using AI”

0/4 platforms mentioned

Adjacent

The Seasoned Hardware Architect · Principal Hardware Engineer

ChatGPT

1.Cadence Allegro X AI

2.Zuken

3.Altium

4.KiCad

5.OrthoRoute

+2 more

Claude

1.Cadence Allegro X AI

2.OrCAD X

3.DeepPCB

4.Zuken CR-8000 Design Force

5.BV Circuits

+2 more

Gemini

1.Cadence Allegro X AI

2.Siemens EDA

3.HyperLynx

4.Xpedition

5.Zuken CR-8000

+7 more

AI Overviews

1.Cadence

2.Quilter

3.Allegro X AI

4.Altium

5.KiCad

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.

easyeda.com

Flux

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Flux

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

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.