Aurorin

Visibility9

Vibe58

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

AI Perception

Summary

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.

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Aurorin?

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Conversation Analysis

Topics

What conversations is Aurorin included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Aurorin to, and when?

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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

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

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

AI Assisted Engineering(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Autodesk Fusion 360

2.PTC Creo

3.Frustum

4.Siemens NX

5.Xcelerator

+16 more

Claude

1.Autodesk Fusion 360

2.SolidWorks

3.Onshape

4.Autodesk Generative Design

5.CoForm

+3 more

Gemini

1.BricsCAD

2.Bricsys

3.Siemens NX

4.Autodesk Fusion 360

5.SolidWorks

+11 more

AI Overviews

1.AutoCAD

2.SolidWorks

3.Autodesk Fusion

4.Sketch AutoConstrain

5.SOLIDWORKS

+17 more

Engineering Team Workflow & Collaboration(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Onshape

2.Autodesk Fusion 360

3.Dassault 3DEXPERIENCE

4.SolidWorks

5.Siemens NX

+24 more

Claude

1.Fusion 360

2.Autodesk

3.Windows

4.Mac

5.Onshape

+5 more

Gemini

1.Onshape

2.Autodesk Fusion 360

3.Autodesk Fusion Team

4.SolidWorks

5.3DEXPERIENCE Platform

+5 more

AI Overviews

1.Onshape

2.Fusion

3.Fusion 360

4.Autodesk

5.Fusion Team

+4 more

Evaluating Next Gen CAD Options(1 query)

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

0/4 platforms mentioned

ChatGPT

1.nTopology

2.Shapr3D

3.Onshape

4.PTC

5.Vectary

+3 more

Claude

1.Onshape

2.PTC

3.Shapr3D

4.Fusion 360

5.Autodesk

+6 more

Gemini

1.SolidWorks

2.Autodesk

3.Onshape

4.PTC

5.Arena

+15 more

AI Overviews

1.Autodesk

2.Dassault Systèmes

3.ZWSOFT

4.ZWCAD

5.G2

+17 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

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

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

How well Aurorin's website is optimized for AI agent discovery and comprehension.

84/100

16 passed 3 warnings 2 issues

Audited 2/27/2026

Crawlability80

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO91

Titles, descriptions, headings

Content Quality47

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Issues: Disallows all crawlers (Disallow: /)

Remove or modify the Disallow: / rule to allow search engines to crawl your site.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title is too short (11 characters)

Expand the title to 50-60 characters with descriptive keywords.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

Want a full technical audit with AI-specific recommendations?

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Brand Identity

Brand Voice & Style

How AI perceives Aurorin's communication style and personality

Aurorin communicates with a confident yet approachable tone that speaks directly to the pain points of CAD users. The brand voice is modern and straightforward, avoiding corporate jargon while emphasizing practical benefits like speed and stability. There's an underlying sense of innovation and fresh thinking, positioning Aurorin as the antidote to frustrating legacy software experiences.

Core Tone Traits

Confident & Modern

Speaks with assurance about being the next generation of CAD

Straightforward & Clear

Uses plain language to communicate benefits without technical jargon

User-Centric

Focuses on the actual experience of using the software

Innovative & Fresh

Positions as a ground-up rebuild, not incremental improvement

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Aurorin

Onshape40 mentions

SolidWorks36 mentions

Shapr3D24 mentions

Autodesk19 mentions

FreeCAD19 mentions

Fusion 36018 mentions

Siemens NX18 mentions

PTC15 mentions

Rhino15 mentions

Autodesk Fusion 36014 mentions

Aurorin2 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Why Cloud CAD is Faster than Desktop - Onshape

https://www.onshape.com/en/blog/why-cloud-cad-is-faster-than-desktop

Referenced in 1 query

Review

SOLIDWORKS Large Assembly Best Practices

https://trimech.com/using-large-design-review-solidworks-large-assembly-best-practices/

Referenced in 1 query

Review

"Best CAD Software for Mechanical Engineers in 2026".

https://skillacross.com/which-cad-software-should-mechanical-engineers-learn-in-2026/

Referenced in 1 query

Review

AutoCAD Alternatives: Best CAD Software Compared

https://www.theknowledgeacademy.com/blog/autocad-alternatives/

Referenced in 1 query

Review

Best CAD software for mechanical engineers - Alcads

https://alcads.com/best-cad-software-for-mechanical-engineers/

Referenced in 1 query

Review

Improving Large Assembly Design Using Solidworks

https://ftp.thecameronteam.com/filedownload.ashx/virtual-library/243/268/s271IJ/Improving%20Large%20Assembly%20Design%20Using%20Solidworks.pdf

Referenced in 1 query

Review

Best Computer-Aided Design (CAD) Software Reviews 2026 - Gartner

https://www.gartner.com/reviews/market/cad-software

Referenced in 2 queries

Review

How to optimize the performance of Inventor for working with ...

https://www.autodesk.com/support/technical/article/caas/sfdcarticles/sfdcarticles/How-to-optimize-Inventor-for-working-with-large-assemblies.html

Referenced in 1 query

Review

Getting the Best Performance When Working with Large ...

https://www.engineersrule.com/getting-best-performance-working-large-assemblies/

Referenced in 1 query

Review

Creo CAD Software: Enable the Latest in Design

https://www.ptc.com/en/products/creo

Referenced in 1 query

Review

Autodesk’s Cloud vs Desktop-based CAD Systems

https://www.indiacadworks.com/blog/8-differences-between-autodesks-cloud-and-desktop-based-cad-systems/

Referenced in 1 query

Review

Cloud workstations for CAD, BIM and visualisation - AEC Magazine

https://aecmag.com/features/cloud-workstations-for-cad-bim-and-visualisation/

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Secure mentions in 'Best New CAD Software' and 'Next-Gen Engineering' comparison lists.

Models recognize the brand name but lack the comparative data required to rank Aurorin above established players like SolidWorks and PTC.

Impact: Medium

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