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

Moonvalley

Visibility27

Vibe66

Businesses/Artificial Intelligence/Moonvalley

AI Visibility & Sentiment

Moonvalley

Moonvalley is an AI video generation company that develops Marey, a commercially-safe foundational AI model for filmmakers. They specialize in studio-grade image-to-video and text-to-video generation with precise directorial controls, trained exclusively on licensed footage.

Active Monitoring

moonvalley.ai

Artificial Intelligence

AI Visibility Score

27/100

Low

Sentiment Score

66/100

Score by Reach

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 Moonvalley today.

Moonvalley has successfully carved out a niche as a technical leader for precision-focused cinematographers, yet it remains a ghost in the high-stakes commercial and enterprise sectors where competitors are currently winning. While Claude and Gemini recognize its superior camera motion controls, the brand is dangerously invisible in conversations regarding API integration and professional production trust.

Value Proposition

The world's first commercially-safe AI video model trained exclusively on licensed data, offering filmmakers studio-grade quality with frame-perfect directorial control and no legal gray zones.

Overview

Mission

To provide filmmakers with precision AI tools that meet the exacting standards of professional cinematography while ensuring commercial safety through ethically-sourced training data.

Products & Services

Marey AI video generation modelImage-to-video generationText-to-video generationCamera control and motion transfer toolsAPI access for developers

Current State

Visibility Landscape

A high-level view of how Moonvalley performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	17	37	29	23
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Runway

39 mentions

Synthesia

30 mentions

HeyGen

16 mentions

Luma Dream Machine

16 mentions

Luma AI

14 mentions

Pika Labs

13 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant 50% mention rate among Precision-Focused Cinematographers, indicating strong alignment with technical users.

Strength

High-ranking performance on Claude (Pos #3) for specific queries regarding precise camera motion and frame-perfect control.

Strength

Strong brand identity and retrieval during direct 'vibe checks' across Claude, Gemini, and AI Overviews.

Recommended Actions

Publish and index technical documentation focused on 'Professional Video APIs' and 'Custom Production Workflows'.

Moonvalley is currently invisible in technical integration queries, allowing Runway and Adobe to dominate the enterprise-ready narrative.

Develop content specifically addressing 'Commercial Safety and Licensing' to appeal to the High-Stakes Commercial Producer persona.

With only 7% visibility for this persona, the brand must overcome the perception that it is a hobbyist tool rather than a professional solution.

Optimize for ChatGPT visibility by securing mentions in third-party listicles and comparisons for 'Professional AI Video'.

ChatGPT's 15% mention rate is the brand's weakest platform link; improving this is vital for capturing the broadest segment of the market.

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

Professional Studio Video Production(3 queries)

“what's the best ai video tool for professional filmmakers right now that gives you actual camera control”

0/4 platforms mentioned

Core

ChatGPT

1.Mark Roberts Motion Control

2.Bolt Cinebot

3.Mo-Sys

4.Radamec

5.Skydio

+28 more

Claude

1.Runway Gen-3

2.Synthesia

3.HeyGen

4.Adobe Firefly

5.Premiere

+1 more

Gemini

1.Runway

2.Gen-3 Alpha

3.Gen-2

4.Luma Dream Machine

5.Kling AI

+5 more

AI Overviews

1.Runway Gen-4.5

2.Luma Dream Machine

3.Runway

4.Multi-Motion Brush

5.Act-Two

+8 more

“i need an ai video generator that can do high quality image to video for a commercial project, any suggestions?”

0/4 platforms mentioned

Core

The High-Stakes Commercial Producer · Executive Producer

ChatGPT

1.D-ID

2.Creative Reality Studio

3.Synthesia

4.Unreal

5.MetaHuman

+16 more

Claude

1.Runway Gen-3

2.Runway

3.Gen-2

4.Pika Labs

5.D-ID

Gemini

1.Adobe Firefly Video Model

2.Adobe

3.Adobe Stock

4.Gen-2

5.Creative Cloud

+16 more

AI Overviews

1.Adobe Firefly

2.Adobe Premiere Pro

3.After Effects

4.Google Veo 3.2

5.Google Workspace

+10 more

“how can i get precise camera motion and frame-perfect control in ai generated video”

0/4 platforms mentioned

Core

The High-Stakes Commercial Producer · Executive Producer

ChatGPT

1.Unreal Engine

2.Unity

3.CineMachine

4.Blender

5.Epic

+11 more

Claude

1.Pika Labs

2.ControlNet

3.Runway Gen-3

4.Gen-2

5.Descript

+4 more

Gemini

1.Adobe Firefly Video Model

2.Adobe Firefly

3.Premiere Pro

4.Bria.ai

5.Getty

+18 more

AI Overviews

1.Runway Gen-3 Alpha

2.Luma Dream Machine

3.Higgsfield

4.Kling

5.WAN

+7 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.

MRMC

markroberts.com

Web1 ref

Mo-Sys

mosys.tv

Web1 ref

Radamec

radamec.com

Web1 ref

Skydio

skydio.com

Web1 ref

DJI

dji.com

Web1 ref

Unreal Engine

unrealengine.com

Web1 ref

Promethean AI

prometheanai.com

Web1 ref

NVIDIA Omniverse

developer.nvidia.com

Web1 ref

Runway

runwayml.com

Web1 ref

Medium

medium.com

Blog1 ref

Lummi.ai

lummi.ai

Web1 ref

Luma AI

lumaal.com

Web1 ref

Higgsfield

higgsfield.ai

Web1 ref

We tested out the 14 best AI video generators for creatives - Lummi

lummi.ai

Web1 ref

The Top AI Video Models Entering 2026 | by Russell S.A. Palmer

russellsapalmer.medium.com

Blog1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Moonvalley.

Runway39 mentions

Synthesia30 mentions

HeyGen16 mentions

Luma Dream Machine16 mentions

Luma AI14 mentions

Pika Labs13 mentions

Adobe13 mentions

Moonvalley13 mentions

D-ID12 mentions

Adobe Stock12 mentions

Adobe Firefly11 mentions

Brand Identity

Brand Voice & Style

How AI perceives Moonvalley's communication style and personality

Moonvalley communicates with the confident precision of a master cinematographer speaking to peers. The voice is authoritative yet accessible, blending technical expertise with creative passion. They speak in bold, declarative statements that convey certainty and craftsmanship. The tone respects the intelligence of professional filmmakers while remaining inspiring and aspirational. There's an underlying emphasis on integrity, ethics, and uncompromising quality that permeates all messaging.

Core Tone Traits

Authoritative & Precise

Commands respect through confident, declarative statements about capabilities and quality

Cinematic & Aspirational

Uses evocative language that speaks to the artistry and craft of filmmaking

Trustworthy & Ethical

Emphasizes commercial safety, licensed data, and professional integrity

Direct & Uncompromising

No hedging or qualifiers—bold claims backed by substance

Backing

Investors

Blue Moon

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.