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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Aurorin

Visibility9

Vibe58

Businesses/Software/Aurorin

AI Visibility & Sentiment

Aurorin

Aurorin is a next-generation CAD software company that has built their platform from the ground up to be fast, stable, and enjoyable to use. They focus on providing smarter tools that automate tedious work, making computer-aided design more accessible and efficient for engineers and designers.

Active Monitoring

aurorincad.com

Software YC25-26

AI Visibility Score

9/100

Invisible

Sentiment Score

58/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Aurorin today.

Aurorin is currently a ghost in the AI recommendation engine, failing to appear for nearly every critical high-intent query despite being recognized in direct brand checks. While legacy giants like SolidWorks and modern competitors like Onshape own the conversation, Aurorin’s total absence among power users and design technologists represents a critical failure to capture the next generation of CAD buyers.

Working in your favor

Base-level brand recognition exists in ChatGPT and Claude, where direct vibe checks confirm the models are aware of Aurorin's identity.

The brand shows a minor footprint with the Speed-Obsessed Startup Founder persona, specifically regarding AI-assisted engineering and automation queries on Claude.

Positive sentiment is maintained across the few instances where the brand is mentioned, indicating no existing reputation damage in the training data.

Gaps to close

Zero visibility within AIOverviews across all tested queries, ceding the most visible search real estate to Onshape and Autodesk.

Complete failure to capture the Legacy-Fatigued Power User, a persona actively seeking alternatives to crashing and slow software.

Aurorin is entirely missing from the remote engineering and collaborative workflow conversation, categories currently dominated by Onshape and Fusion 360.

Opportunities

Own the 'Stability and Speed' narrative by targeting the specific pain points of users tired of legacy CAD crashes.

Aggressively pursue the 'AI-Assisted Engineering' category, as Claude already shows a slight preference for Aurorin in this specific niche.

Bridge the gap between brand awareness and recommendation by increasing third-party technical reviews that models use for ranking.

Highest-Impact Actions

Execute a high-authority content campaign focused on 'CAD Stability and Remote Engineering Workflow' performance.

Data shows 0% visibility for users frustrated with legacy software performance, a massive segment currently conceded to competitors like Onshape.

Optimize technical documentation and whitepapers specifically for 'AI-Assisted Automation' in engineering.

This is the only area where Claude currently recommends the brand; deepening this content will solidify Aurorin as a category leader for that specific query.

Implement structured data and entity-linking strategies to improve visibility within AIOverviews.

With 0% visibility in AIOverviews, Aurorin is being bypassed by the most prominent visual recommendations in modern search.

Value Proposition

A ground-up rebuilt CAD platform that prioritizes speed, stability, and user enjoyment while incorporating intelligent automation to eliminate tedious design tasks

Overview

Mission

To make CAD software fast, stable, and actually enjoyable to use

Products & Services

CAD software for 3D modelingTeam collaboration featuresAI-assisted design toolsMechanical part design capabilities

Current State

Visibility Landscape

A high-level view of how Aurorin 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	97	97	70	70
“What do you know about Aurorin? What do they do and what's their reputation?”	#1	#1	Yes	Yes
Core5q Product/service category queries	0	35	17	0
“i'm tired of my cad software crashing and being slow, what are some modern alternatives for mechanical engineering”	No	No	#9	No
“suggest some cad software that uses ai to automate repetitive modeling tasks”	No	#3	No	No
“what's the best cad software for a remote engineering team to collaborate on 3d models”	No	No	No	No
“who are the most trusted new companies in the cad software space for 2026”	No	No	No	No
“help me find a 3d modeling tool that feels like it was built in this decade, not the 90s”	No	No	No	No
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

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

Yes

“i'm tired of my cad software crashing and being slow, what are some modern alternatives for mechanical engineering”

“suggest some cad software that uses ai to automate repetitive modeling tasks”

“what's the best cad software for a remote engineering team to collaborate on 3d models”

“who are the most trusted new companies in the cad software space for 2026”

“help me find a 3d modeling tool that feels like it was built in this decade, not the 90s”

Competitive Landscape

Onshape

40 mentions

SolidWorks

36 mentions

Shapr3D

24 mentions

Autodesk

19 mentions

FreeCAD

19 mentions

Fusion 360

18 mentions

Siemens NX

18 mentions

PTC

15 mentions

Rhino

15 mentions

Autodesk Fusion 360

14 mentions

Aurorin

2 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Base-level brand recognition exists in ChatGPT and Claude, where direct vibe checks confirm the models are aware of Aurorin's identity.

Strength

The brand shows a minor footprint with the Speed-Obsessed Startup Founder persona, specifically regarding AI-assisted engineering and automation queries on Claude.

Strength

Positive sentiment is maintained across the few instances where the brand is mentioned, indicating no existing reputation damage in the training data.

Recommended Actions

Execute a high-authority content campaign focused on 'CAD Stability and Remote Engineering Workflow' performance.

Data shows 0% visibility for users frustrated with legacy software performance, a massive segment currently conceded to competitors like Onshape.

Optimize technical documentation and whitepapers specifically for 'AI-Assisted Automation' in engineering.

This is the only area where Claude currently recommends the brand; deepening this content will solidify Aurorin as a category leader for that specific query.

Implement structured data and entity-linking strategies to improve visibility within AIOverviews.

With 0% visibility in AIOverviews, Aurorin is being bypassed by the most prominent visual recommendations in modern search.

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 Design Stack(2 queries)

“i'm tired of my cad software crashing and being slow, what are some modern alternatives for mechanical engineering”

0/4 platforms mentioned

Core

ChatGPT

1.Onshape

2.PTC

3.Fusion 360

4.Autodesk

5.BricsCAD Mechanical

+32 more

Claude

1.Fusion 360

2.Autodesk

3.Onshape

4.Shapr3D

5.FreeCAD

+5 more

Gemini

1.Onshape

2.PTC

3.SolidWorks

4.Fusion 360

5.Autodesk

+11 more

AI Overviews

1.Onshape

2.Autodesk Fusion

3.SolidWorks

4.Siemens NX

5.PTC Creo

+4 more

“help me find a 3d modeling tool that feels like it was built in this decade, not the 90s”

0/4 platforms mentioned

Core

The Legacy-Fatigued Power User · Senior Mechanical Engineer

ChatGPT

1.Onshape

2.BricsCAD Mechanical

3.Shapr3D

4.Ansys SpaceClaim

5.Siemens NX

+19 more

Claude

1.SolidWorks

2.Fusion 360

3.Autodesk

4.Onshape

5.FreeCAD

+2 more

Gemini

1.Parasolid

2.ACIS

3.MFC

4.Plasticity

5.Blender

+11 more

AI Overviews

1.Womp

2.Spline

3.Figma

4.Rhino

5.SolidWorks

+4 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.

Why Cloud CAD is Faster than Desktop - Onshape

onshape.com

Aurorin

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Aurorin

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.