Moonvalley AI Visibility Score: 24/100 — What AI Thinks | Pendium.ai
Pendium
Moonvalley
Moonvalley
Visibility24
Vibe66
Businesses/Artificial Intelligence/Moonvalley
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
AI Visibility Score
24/100

Low

Sentiment Score
66/100
AI Perception

Summary

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

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.

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
Agent Breakdown

AI Platforms

How often do different AI platforms reference Moonvalley?

Loading explorer...
Conversation Analysis

Topics

What conversations is Moonvalley included in — or excluded from?

Loading explorer...
Buyer Personas

Personas

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

Loading explorer...
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.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI 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

ChatGPTChatGPT
1.Mark Roberts Motion Control
2.Bolt Cinebot
3.Mo-Sys
4.Radamec
5.Skydio

+28 more

ClaudeClaude
1.Runway Gen-3
2.Synthesia
3.HeyGen
4.Adobe Firefly
5.Premiere

+1 more

GeminiGemini
1.Runway
2.Gen-3 Alpha
3.Gen-2
4.Luma Dream Machine
5.Kling AI

+5 more

AI OverviewsAI 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

ChatGPTChatGPT
1.D-ID
2.Creative Reality Studio
3.Synthesia
4.Unreal
5.MetaHuman

+16 more

ClaudeClaude
1.Runway Gen-3
2.Runway
3.Gen-2
4.Pika Labs
5.D-ID
GeminiGemini
1.Adobe Firefly Video Model
2.Adobe
3.Adobe Stock
4.Gen-2
5.Creative Cloud

+16 more

AI OverviewsAI 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

ChatGPTChatGPT
1.Unreal Engine
2.Unity
3.CineMachine
4.Blender
5.Epic

+11 more

ClaudeClaude
1.Pika Labs
2.ControlNet
3.Runway Gen-3
4.Gen-2
5.Descript

+4 more

GeminiGemini
1.Adobe Firefly Video Model
2.Adobe Firefly
3.Premiere Pro
4.Bria.ai
5.Getty

+18 more

AI OverviewsAI Overviews
1.Runway Gen-3 Alpha
2.Luma Dream Machine
3.Higgsfield
4.Kling
5.WAN

+7 more

Commercial Safety And Licensing(1 query)

suggest some ai video models that won't get my agency sued for copyright issues, specifically ones trained on licensed footage

1/4 platforms mentioned

ChatGPTChatGPT
1.Synthesia
2.Hour One
3.D-ID
4.Creative Reality Studio
5.Colossyan Creator

+13 more

ClaudeClaude
1.Runway ML
2.Gen-3
3.Gen-2
4.Synthesia
5.HeyGen

+6 more

GeminiGemini
1.Stable Video Diffusion
2.Sora
3.Adobe Firefly Video Model
4.Adobe Stock
5.Premiere Pro

+11 more

AI OverviewsAI Overviews
1.Adobe
2.Adobe for Business
3.Adobe Stock
4.Firefly
5.Adobe Premiere Pro
6.Marey

+9 more

AI Video Platform Trust And Comparisons(1 query)

what are the most trusted ai video generation companies for professional work right now

0/4 platforms mentioned

ChatGPTChatGPT
1.Synthesia
2.D-ID
3.Runway
4.Adobe
5.Premiere Pro

+16 more

ClaudeClaude
1.Runway ML
2.Gen-3
3.OpenAI Sora
4.Synthesia
5.D-ID

+4 more

GeminiGemini
1.Synthesia
2.HeyGen
3.Hour One
4.Runway
5.Gen-3 Alpha

+15 more

AI OverviewsAI Overviews
1.Higgsfield
2.Synthesia
3.HeyGen
4.Colossyan
5.Manus

+10 more

Technical Integration And API Access(1 query)

best ai video APIs for building a custom production workflow for my studio

0/4 platforms mentioned

ChatGPTChatGPT
1.Runway Gen
2.Runway API
3.Synthesia
4.Pika Labs
5.Replicate

+47 more

ClaudeClaude
1.Runway ML
2.Synthesia
3.HeyGen
4.EdenAI
5.Cloudinary Video API

+5 more

GeminiGemini
1.Runway
2.Runway Gen-3 Alpha API
3.Gen-2
4.Luma Dream Machine API
5.Luma

+15 more

AI OverviewsAI Overviews
1.Runway Gen-3/Gen-4
2.WaveSpeedAI
3.Kling 2.0
4.Alibaba
5.WAN 2.6

+18 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

Complete absence from Technical Integration and API Access queries, leaving the developer and workflow market to competitors.

Gap

Critically low 7% visibility among High-Stakes Commercial Producers, failing to capture the most lucrative persona in the segment.

Gap

Underperforming on ChatGPT with a 15% mention rate and poor average positioning (8.5) compared to Runway and Synthesia.

Opportunity

Bridge the gap between technical precision and commercial reliability by targeting 'trusted' and 'safety' keyword clusters.

Opportunity

Displace lower-performing competitors like Pika Labs by aggressively targeting professional studio production queries on Gemini, where the brand already shows promise.

Technical Health

Site Health for AI Visibility

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

89/100
19 passed 1 warnings 2 issues
Audited 2/27/2026
Crawlability100

Can AI bots find your pages?

Technical100

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 Readability60

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

!

Few headings on page

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

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan
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

Competitive Landscape

Related Ecosystem

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

1Runway39 mentions
2Synthesia30 mentions
3HeyGen16 mentions
4Luma Dream Machine16 mentions
5Luma AI14 mentions
6Pika Labs13 mentions
7Adobe13 mentions
8Moonvalley13 mentions
9D-ID12 mentions
10Adobe Stock12 mentions
11Adobe Firefly11 mentions
Content Engineering

Goals & Content Ideas

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

Establish Technical Documentation Authority for Enterprise APIs

Address Moonvalley's invisibility in technical integration queries by publishing comprehensive, indexable documentation on Professional Video APIs and Custom Production Workflows. This content strategy will position Marey as the enterprise-ready solution that rivals Runway and Adobe, while social media amplifies technical credibility through developer-focused content and workflow demonstrations.

The Complete Guide to Integrating AI Video Generation into Your Production Pipeline
Why Custom Production Workflows Matter: A Technical Deep-Dive for Studio Engineers
5 API Features Professional Filmmakers Demand from AI Video Tools
How Enterprise Teams Are Building Custom Video Workflows with Frame-Perfect Control

Position Marey as the Commercial-Safe Professional Standard

Combat the 7% visibility among High-Stakes Commercial Producers by creating authoritative content addressing Commercial Safety and Licensing concerns. This goal transforms the perception of Moonvalley from hobbyist tool to the only legally bulletproof option for professional productions, using social proof and licensing clarity as key differentiators.

Licensed Data Only: Why Your Next Commercial Project Needs Legally Clear AI Video
The Hidden Legal Risks of AI-Generated Video That Studios Aren't Talking About
How One Production Company Avoided a Licensing Nightmare with Commercially-Safe AI
Commercial Safety Checklist: 7 Questions to Ask Before Using AI Video in Paid Work
Why Major Brands Are Demanding Proof of Training Data Licensing

Dominate Third-Party Comparisons and AI Listicles

Address ChatGPT's weak 15% mention rate by strategically securing placements in third-party listicles, comparison articles, and industry roundups for Professional AI Video queries. Social media will drive awareness of these placements and encourage industry publications to include Moonvalley in their AI video tool comparisons.

What the Top AI Video Comparison Articles Get Wrong About Professional Tools
Moonvalley vs. Competitors: The Frame-Perfect Control Difference Explained
10 Reasons Professional Studios Are Switching to Commercially-Safe AI Video
The Professional Filmmaker's Honest Assessment of Today's AI Video Options

Capture Studio Production Queries with Frame-Perfect Positioning

Leapfrog Runway in Professional Studio Video Production queries by amplifying Moonvalley's frame-perfect control capabilities across content that AI assistants reference. Building on existing Claude visibility for camera motion, this goal extends technical authority into broader production contexts through precision-focused messaging.

Frame-Perfect Control: The Feature That Separates Professional AI Video from the Rest
How Directorial Precision in AI Video Changes Everything for Studio Productions
Beyond Basic Generation: Why Frame-Level Control Matters for Serious Filmmakers
The Cinematographer's Guide to AI Video Tools with True Creative Control
Case Study: Achieving Shot-by-Shot Precision with AI-Generated Footage
Content Engineering

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.

Impact: High
!

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.

Impact: High
~

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.

Impact: Medium
~

Leapfrog Runway in 'Professional Studio Video Production' queries by highlighting frame-perfect control features.

Moonvalley already ranks well for camera motion on Claude; translating this technical win into general production queries will drive authority.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

Book a Free Strategy Session
Backing

Investors

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

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.