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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Cardboard

Visibility0

Vibe63

Businesses/Software/Cardboard

AI Visibility & Sentiment

Cardboard

Cardboard is an AI-powered video editing platform that enables users to edit videos using natural language commands. Backed by Y Combinator, it transforms raw footage into polished, publish-ready content in minutes through intelligent automation and an intuitive interface.

Active Monitoring

usecardboard.com

Software YC25-26

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

AI Perception

Summary

Cardboard exists in a digital blind spot where it is recognized by name in Google AI Overviews but remains completely excluded from the broader AI video software conversation. This total absence from category-defining queries across ChatGPT and Claude allows competitors like Descript and Adobe to monopolize the narrative for every key user persona, leaving Cardboard's specialized capabilities invisible to the market.

Value Proposition

Edit videos at the speed of thought using AI-powered natural language commands, eliminating the tedious grind of traditional video editing while maintaining creative control.

Overview

Mission

To enable creators to go from first cut to final cut without the grind, making professional video editing accessible through AI.

Products & Services

AI-powered video editing softwareNatural language video editing commandsAutomated captions and transcriptionLive collaboration toolsCloud-based project storage and sync

Agent Breakdown

AI Platforms

How often do different AI platforms reference Cardboard?

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Conversation Analysis

Topics

What conversations is Cardboard included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Cardboard 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

Streamlined Content Creation(2 queries)

“how can i edit social media videos faster without spending hours on it”

0/4 platforms mentioned

ChatGPT

1.Motion Array

2.Envato Elements

3.Storyblocks

4.CapCut

5.VN (VlogNow)

+25 more

Claude

1.Opus Clip

2.Runway ML

3.Descript

4.Synthesia

5.CapCut

+2 more

Gemini

1.OpusClip

2.Descript

3.Munch

4.CapCut

5.ByteDance

+12 more

AI Overviews

1.CapCut

2.Adobe Premiere Pro

3.Veed.io

4.Descript

5.OpusClip

+4 more

“best way for a marketing team to produce high quality video content quickly”

0/4 platforms mentioned

ChatGPT

1.Descript

2.CapCut

3.Veed

4.Runway

5.Canva

+48 more

Claude

1.CapCut Desktop

2.DaVinci Resolve

3.Premiere Pro

4.Descript

5.AssemblyAI

+5 more

Gemini

1.Premiere Pro

2.ElevenLabs

3.Descript

4.Underlord

5.CapCut Desktop

+11 more

AI Overviews

1.Qbrick

2.Rode

3.LucidLink

4.Descript

5.OpusClip

+2 more

AI Driven Video Workflows(1 query)

“are there any video editors where i can just type commands like 'cut out the silences'?”

0/4 platforms mentioned

ChatGPT

1.Descript

2.Wisecut

3.Kapwing

4.VEED.IO

5.Adobe Premiere Pro

+5 more

Claude

1.Descript

2.Runway

3.Synthesia

4.Adobe Premiere Pro

5.DaVinci Resolve

+2 more

Gemini

1.Auto-Editor

2.FFmpeg

3.Premiere Pro

4.DaVinci Resolve

5.Descript

+7 more

AI Overviews

1.Descript

2.Underlord

3.InVideo AI

4.Gling.ai

5.Vimeo

+7 more

Team Collaboration & Cloud Management(1 query)

“what's the best tech stack for a remote video production team to collaborate live”

0/4 platforms mentioned

ChatGPT

1.NDI

2.SRT

3.WebRTC

4.vMix

5.OBS

+74 more

Claude

1.Frame.io

2.Blackmagic DaVinci Resolve

3.Resolve Studio

4.Adobe Premiere Pro

5.OBS Studio

+21 more

Gemini

1.Evercast

2.Teradek Core

3.Teradek

4.iPads

5.Apple TVs

+21 more

AI Overviews

1.LiveU Studio

2.Vizrt TriCaster Now

3.Teradek Cube

4.TVU Anywhere

5.Unity Intercom

+12 more

Category Evaluation & Trust(1 query)

“most trusted ai video editing software for professionals in 2026”

0/4 platforms mentioned

ChatGPT

1.Adobe Premiere Pro

2.Adobe Sensei

3.Adobe

4.After Effects

5.Frame.io

+14 more

Claude

1.Adobe Premiere Pro

2.Firefly

3.After Effects

4.Creative Cloud

5.DaVinci Resolve

+5 more

Gemini

1.Adobe Premiere Pro

2.Firefly Video

3.DaVinci Resolve

4.Blackmagic Design

5.DaVinci Neural Engine

+11 more

AI Overviews

1.Adobe Premiere Pro

2.Adobe Firefly

3.DaVinci Resolve Studio

4.Final Cut Pro 11

5.Descript

+7 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Foundational indexing in Google AI Overviews, where the brand secured a #4 position for direct brand 'vibe check' queries.

Strength

Recognition as a distinct entity within the software category, though currently limited to branded searches rather than intent-based discovery.

Gap

Total lack of visibility for the 'The Corporate Internal Comms Lead' and 'Social Media Creator' personas who are currently being funneled to CapCut and Descript.

Gap

Zero mention rate across ChatGPT, Claude, and Gemini for high-intent queries regarding 'AI-Driven Video Workflows' and 'Streamlined Content Creation'.

Gap

Failure to appear in professional trust-based queries, allowing Adobe Premiere Pro to dominate the 'most trusted' software narrative.

Opportunity

Capture the 'Adobe-Exhausted Technical Editor' segment by positioning Cardboard as the frictionless, AI-native alternative in technical forums and review aggregators.

Opportunity

Leverage the existing AI Overview indexing to bridge into 'AI video editing' category keywords through structured data and technical documentation.

Opportunity

Disrupt the 'Team Collaboration' space where competitors like Runway and DaVinci Resolve have high mention rates but varying sentiment.

Technical Health

Site Health for AI Visibility

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

88/100

17 passed 1 warnings 2 issues

Audited 2/27/2026

Crawlability96

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO84

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Critical Issues

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

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

Warnings

3 render-blocking resource(s) detected

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

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?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Cardboard's communication style and personality

Cardboard communicates with confident simplicity, using punchy, direct language that mirrors the efficiency of their product. The tone is modern and tech-forward without being overly technical, speaking to creators as peers who understand the pain of tedious editing. There's an underlying sense of empowerment—positioning users as capable professionals who deserve better tools. The brand avoids corporate jargon in favor of conversational, action-oriented messaging that emphasizes speed and creative freedom.

Core Tone Traits

Confident & Direct

Bold statements without hedging, using short punchy sentences that get to the point

Creator-Centric

Speaks as a peer to content creators, understanding their workflow and pain points

Modern & Tech-Forward

Embraces AI innovation while keeping language accessible and non-intimidating

Empowering & Efficient

Emphasizes giving control back to creators while eliminating tedious work

Competitive Landscape

Related Ecosystem

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

Descript36 mentions

Adobe Premiere Pro27 mentions

CapCut22 mentions

Runway21 mentions

DaVinci Resolve19 mentions

Synthesia13 mentions

OpusClip13 mentions

Premiere Pro13 mentions

Canva12 mentions

Frame.io12 mentions

Cardboard0 mentions

Source Intelligence

Citations

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

CapCut is the BEST Social Media Video Editor - Reddit

https://www.reddit.com/r/SocialMediaMarketing/comments/1dlblom/capcut_is_the_best_social_media_video_editor/

Referenced in 1 query

Join Discussion

Workflow Tips for Social Media Editing : r/premiere - Reddit

https://www.reddit.com/r/premiere/comments/1h12y6h/workflow_tips_for_social_media_editing/

Referenced in 1 query

Join Discussion

DIY "The Fvie Second Rule"

https://www.youtube.com/watch?v=_U4vAzhhuqM&t=15

Referenced in 1 query

Pitch Story

Re: Whats your favorite video editing platform for social media ...

https://community.hubspot.com/t5/Video-Marketing/Whats-your-favorite-video-editing-platform-for-social-media/m-p/1190352

Referenced in 1 query

Join Discussion

The Best Mobile Video Editing Apps for 2026 - PCMag

https://www.pcmag.com/picks/tiktok-beyond-the-best-mobile-video-editing-apps

Referenced in 1 query

Review

Best Video Editing Software in 2026 — 15 Free + Paid Tools

https://buffer.com/resources/video-editing-software/

Referenced in 1 query

Review

Some go-to tips and tricks that speed up my editing process

https://www.instagram.com/reel/DOOe2mIjN1m/

Referenced in 1 query

Pitch Story

Spending 8+ hours editing every week and I'm burning out ...

https://www.reddit.com/r/NewTubers/comments/1omlxre/spending_8_hours_editing_every_week_and_im/

Referenced in 1 query

Join Discussion

7 Tips for Streamlining Your Video Editing Workflow - Digital Joy

https://digitaljoy.media/7-tips-for-streamlining-your-video-editing-workflow/

Referenced in 1 query

Review

Tips and Tricks to Enhance Your Video Editing Workflow - Avid

https://www.avid.com/resource-center/video-editing-workflow

Referenced in 1 query

Review

Social Video Editing Hacks in 5-Minutes | Adobe Video

https://www.youtube.com/watch?v=aAPMwPN1vKI

Referenced in 1 query

Pitch Story

From Raw Footage to Scroll-Stopping Reel: A Time-Saving ...

https://williamfeatherstone.com/from-raw-footage-to-scroll-stopping-reel-a-time-saving-workflow-for-creators/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Cardboard's resources to help users.

Dominate Competitor Comparison Search Queries

LLMs currently bypass Cardboard in recommendation engines because there's insufficient comparative content positioning us against Descript and Adobe. We'll create authoritative comparison content across high-authority tech domains, blogs, and social channels that explicitly benchmarks Cardboard's AI-powered editing against traditional tools. Social media will amplify these comparisons through bite-sized feature battles and creator testimonials.

Why creators are switching from Descript to Cardboard for faster turnaround times

Adobe Premiere vs. Cardboard: A real-world editing speed test with identical footage

The hidden costs of traditional video editors that AI-native tools eliminate

5 editing tasks that take hours in Adobe but minutes in Cardboard

What Descript users wish they knew before discovering command-based editing

Own AI Video Workflow Technical Authority

Cardboard isn't triggering for feature-specific queries about AI-driven video workflows despite having the technology, indicating weak semantic associations in crawlable content. We'll publish technical whitepapers, documentation, and structured content optimized for 'AI-Driven Video Workflows' and 'command-based editing' schemas. Social channels will distribute key insights and link back to authoritative technical resources.

The complete guide to command-based video editing: How natural language is replacing timelines

What makes an AI video workflow truly intelligent versus just automated

Technical deep-dive: How Cardboard processes natural language editing commands

The anatomy of a perfect AI editing prompt for professional-quality results

Why command-based editing is becoming the new industry standard for speed

Capture Enterprise Internal Comms Market

Corporate internal communications teams are underserved by general video editors, and LLMs don't yet associate Cardboard with enterprise solutions. We'll develop persona-specific content emphasizing security, scalability, and corporate use cases to build these semantic connections. Social proof from enterprise clients and targeted LinkedIn campaigns will reinforce our professional positioning.

How enterprise teams are cutting internal video production time by 80% with AI

Security-first video editing: What IT leaders need to know about AI tools

Case study: How a Fortune 500 company scaled internal communications with Cardboard

5 reasons corporate comms teams are abandoning traditional video editors

The enterprise buyer's checklist for evaluating AI video editing platforms

Build Cross-Platform Comparison Content Network

To ensure LLMs consistently recommend Cardboard, we need comparative content distributed across multiple high-authority tech publications and platforms they reference. We'll pursue guest posts, product reviews, and feature placements on sites like TechCrunch, Product Hunt, and industry-specific publications that AI systems cite as trusted sources.

Guest post pitch: The future of video editing isn't faster software—it's conversation

Product Hunt launch story: From Y Combinator to reimagining how videos get made

Industry analysis: Why the video editing market is ripe for AI disruption

Expert roundup contribution: Top tools transforming content creation in 2026

Thought leadership: What Adobe's AI features get wrong about creator workflows

Content Engineering

Recommended Actions

Execute a comparison-heavy content strategy targeting 'Cardboard vs. Descript' and 'Cardboard vs. Adobe' across high-authority tech domains.

LLMs prioritize comparative data to establish category hierarchy; without direct competitive mentions, Cardboard will continue to be bypassed in recommendation engines.

Impact: High

Optimize technical whitepapers and documentation specifically for 'AI-Driven Video Workflows' and 'command-based editing' schemas.

The brand is currently failing to trigger for specific feature-set queries despite having the technology, indicating a lack of crawlable semantic associations.

Impact: High

Develop persona-specific landing pages and use-case studies for 'Corporate Internal Comms' that emphasize security and scalability.

This persona is currently underserved by general editors, and targeted content can help LLMs associate Cardboard with professional enterprise solutions.

Impact: Medium

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