Pendium
Constellation
Constellation
Visibility56
Vibe51
Businesses/Aerospace & Defense Technology/Constellation
Constellation
AI Visibility & Sentiment

Constellation

Constellation is an AI-powered mission assurance platform for satellite constellations, providing predictive analytics and autonomous network control for space operations. Founded by veterans from SpaceX, Blue Origin, and NASA, the company offers ConstellationOS to predict failures, control network responses, and integrate across any satellite constellation or cloud provider.

Active Monitoring
constellation-io.com
Aerospace & Defense TechnologyYC25-26
AI Visibility Score
56/100

Moderate

Sentiment Score
51/100
AI Perception

Summary

Constellation has achieved a commanding presence in the AI landscape, particularly within Gemini and Claude, where it maintains a perfect 100% mention rate for National Security and Enterprise Connectivity leaders. While the brand is established as the primary authority for scaling satellite operations, a critical visibility blind spot exists regarding predictive maintenance and mission assurance that competitors like AWS Ground Station are beginning to exploit.

Value Proposition

AI-powered predictive failure detection and autonomous network control that prevents data loss by predicting link degradation 3-5 minutes in advance with over 90% accuracy and rerouting traffic in under 2 seconds.

Overview

Constellation is an AI-powered mission assurance platform for satellite constellations, providing predictive analytics and autonomous network control for space operations. Founded by veterans from SpaceX, Blue Origin, and NASA, the company offers ConstellationOS to predict failures, control network responses, and integrate across any satellite constellation or cloud provider.

Mission

To solve the problem of reactive monitoring in satellite operations by building proactive, AI-powered mission assurance that scales with modern satellite constellations.

Products & Services
ConstellationOS - Operating system for space networksPredictive failure detection using physics-informed neural networksAutonomous network rerouting and controlMulti-constellation integration APIReal-time state preservation and monitoring
Agent Breakdown

AI Platforms

How often do different AI platforms reference Constellation?

Loading explorer...
Conversation Analysis

Topics

What conversations is Constellation included in — or excluded from?

Loading explorer...
Buyer Personas

Personas

Who does each AI platform recommend Constellation 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
Scaling Satellite Operations Through Autonomy(2 queries)

“how to manage a satellite constellation with over 500 satellites without hiring a massive ground team”

4/4 platforms mentioned

ChatGPTChatGPT
1.AWS Ground Station
2.Microsoft Azure Orbital
3.KSAT
4.Kongsberg Satellite Services
5.SSC

+32 more

ClaudeClaude
1.AWS Ground Station
2.Viasat
3.Intelsat
4.Kubos
5.Spacecraft Operating System (SOS)

+11 more

GeminiGemini
1.AWS Ground Station
2.AWS
3.Microsoft Azure Orbital
4.Azure
5.KSATlite

+17 more

AI OverviewsAI Overviews
1.Terma
2.aurorascheduling.com
3.CNTIENT.Optimize
4.a.i. solutions
5.FreeFlyer

+9 more

“best tools for autonomous satellite network management and routing”

3/3 platforms mentioned

ClaudeClaude
1.AGI's Systems Tool Kit (STK)
2.Astrogator
3.Analytical Graphics' Cesium
4.OPNET
5.Riverbed Modeler

+4 more

GeminiGemini
1.Aalyria
2.Spacetime
3.JPL ION
4.Interplanetary Overlay Network
5.Cisco IOS-XE

+14 more

AI OverviewsAI Overviews
1.Blue Planet Route Optimization
2.Nokia Autonomous Networks Suite
3.MantaRay
4.ST Engineering iDirect Intuition
5.OPNET

+8 more

Predictive Maintenance And Mission Assurance(1 query)

“how can I predict link degradation in my satellite network before it actually happens?”

0/4 platforms mentioned

ChatGPTChatGPT
1.Grafana
2.Prometheus
3.InfluxDB
4.TimescaleDB
5.Splunk

+29 more

ClaudeClaude
1.TensorFlow
2.scikit-learn
3.Splunk
4.Datadog
5.Intelsat

+6 more

GeminiGemini
1.Kratos OpenSpace
2.SpectralNet
3.Slingshot Aerospace
4.Slingshot Beacon
5.Kayhan Space

+10 more

AI OverviewsAI Overviews

No brands listed

Multi Constellation And Hybrid Cloud Integration(1 query)

“best multi-constellation integration APIs for enterprise space data”

4/4 platforms mentioned

ChatGPTChatGPT
1.AWS Ground Station
2.Amazon Web Services
3.S3
4.Lambda
5.Kinesis

+47 more

ClaudeClaude
1.Maxar Technologies
2.WorldView
3.GeoEye
4.Planet Labs
5.PlanetScope

+15 more

GeminiGemini
1.Maxar
2.Airbus
3.Planet
4.BlackSky
5.UP42

+29 more

AI OverviewsAI Overviews
1.SkyWatch TerraStream
2.SkyWatch
3.UP42 Platform
4.Arlula
5.Wherobots

+9 more

Evaluating Modern Space Ops Platforms(1 query)

“best reviewed mission assurance platforms for commercial space operators in 2026”

2/4 platforms mentioned

ChatGPTChatGPT
1.Ansys
2.AGI STK
3.Ansys simulation stack
4.STK
5.Dassault Systèmes 3DEXPERIENCE

+34 more

ClaudeClaude
1.Relativity Space
2.Mission Control Suite
3.Axiom Space
4.Operations Hub
5.Rocket Lab

+10 more

GeminiGemini
1.Major Tom
2.Xplore
3.Bright Ascension
4.Kratos OpenSpace
5.Slingshot Vantage

+14 more

AI OverviewsAI Overviews
1.The Aerospace Corporation
2.Mission Assurance Baseline
3.Slingshot Aerospace
4.SpiderOak
5.OrbitSecure

+7 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Dominant 100% mention rate among National Security Space Architects and Enterprise Connectivity Directors.

Strength

Market-leading performance on Gemini with a 92% mention rate across all tested queries.

Strength

Secured the #1 position on Claude for high-value queries regarding autonomous satellite network management and scaling operations.

Strength

Consistent visibility across AI Overviews (67%) outperforming the average for specialized defense tech.

Gap

Complete absence from 'Predictive Maintenance and Mission Assurance' queries, specifically failing to appear for link degradation predictions.

Gap

Visibility on ChatGPT (71%) lags significantly behind Gemini (92%), indicating a disconnect in how the brand's data is ingested by OpenAI models.

Gap

Mixed sentiment among Enterprise Connectivity Directors suggests that while the brand is mentioned, its unique value proposition is not being clearly articulated by AI models.

Opportunity

Capture the underserved 'Predictive Maintenance' niche by publishing structured data and white papers on link degradation algorithms.

Opportunity

Leverage the brand's perfect visibility in the National Security sector to cross-pollinate authority into the NewSpace Startup persona where visibility is currently lower (70%).

Opportunity

Differentiate from top-cited competitors like AWS Ground Station by highlighting proprietary API integration capabilities which are currently a secondary narrative.

Technical Health

Site Health for AI Visibility

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

76/100
8 passed 2 warnings 5 issues
Audited 2/27/2026
Crawlability93

Can AI bots find your pages?

Technical80

SSL, mobile, doctype basics

On-Page SEO58

Titles, descriptions, headings

Content Quality55

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG77

Open Graph, Twitter cards

AI Readability85

How well AI can parse your content

Critical Issues

!

Page returns a 404 error

Fix the underlying issue causing the error. 404s should be redirected or the link removed.

!

Page has no title tag

Add a <title> tag describing the page content (50-60 characters).

!

Page has no meta description

Add a <meta name="description"> tag summarizing the page (150-160 characters).

!

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.

!

Few internal links on this page

Add more internal links to related pages on your site.

!

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

!

LCP data not available

Ensure the page loads with browser rendering enabled.

!

TTI data not available

Ensure the page loads with browser rendering enabled.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan
Brand Identity

Brand Voice & Style

How AI perceives Constellation's communication style and personality

Constellation communicates with confident technical authority backed by deep aerospace expertise, using precise language that demonstrates mastery of satellite operations. The tone balances cutting-edge innovation with mission-critical reliability, speaking directly to technical audiences without unnecessary jargon. There's an underlying sense of ambitious purpose—solving problems that matter for the future of space infrastructure—delivered with the credibility of founders who built systems at SpaceX, Blue Origin, and NASA.

Core Tone Traits

Technically Authoritative

Uses precise metrics and technical terminology that demonstrates deep domain expertise in satellite operations

Mission-Driven & Ambitious

Conveys a sense of solving important problems for the future of space infrastructure

Confident & Direct

Makes bold claims backed by specific capabilities and founder credentials

Innovation-Focused

Emphasizes cutting-edge AI and autonomous systems while maintaining reliability

Competitive Landscape

Related Ecosystem

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

1AWS Ground Station16 mentions
2Slingshot Aerospace14 mentions
3KSAT10 mentions
4LeoLabs10 mentions
5Viasat10 mentions
6Leaf Space9 mentions
7Slingshot Beacon9 mentions
8Kubos8 mentions
9Microsoft Azure Orbital7 mentions
10Prometheus7 mentions
11Constellation1 mention
Source Intelligence

Citations

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

aurorascheduling.com

http://aurorascheduling.com/

Referenced in 1 query

Review
Managing Constellations: A Flight Dynamics Perspective

https://ai-solutions.com/newsroom/managing-constellations-a-flight-dynamics-perspective/

Referenced in 1 query

Review
How Ground Control Handles Satellite Constellations

https://blog.terma.com/how-to-ground-control-should-handle-satellite-constellations

Referenced in 1 query

Review
What is NASA's Distributed Spacecraft Autonomy?

https://www.nasa.gov/centers-and-facilities/ames/what-is-nasas-distributed-spacecraft-autonomy/

Referenced in 1 query

Review
Ground Software | Lockheed Martin

https://www.lockheedmartin.com/en-us/products/satellite-software.html

Referenced in 1 query

Review
How Mega-Constellations Are Transforming Communication Networks

https://www.refontelearning.com/blog/satellite-constellations-how-mega-constellations-are-transforming-communication-networks

Referenced in 1 query

Review
Uniting Global-Scale Ground Station as a Service for Efficient ...

https://ieeexplore.ieee.org/document/10858567

Referenced in 1 query

Review
Constellation Management Platform - Spire : Global Data and ...

https://spire.com/space-services/constellation-management-platform/

Referenced in 2 queries

Review
AWS Ground Station as a Service

https://aws.amazon.com/ground-station/

Referenced in 1 query

Partner
Scalable Ground Station Selection for Large LEO Constellations

https://arxiv.org/html/2510.03438v1

Referenced in 1 query

Review
Constellation Stack - Satellite Platforms - Muon Space

https://www.muonspace.com/constellation-stack

Referenced in 2 queries

Review
Proliferated Satellite Collaboration - Scientific Systems

https://www.ssci.com/what-we-do/collaborate/proliferated-satellite-collaboration/

Referenced in 1 query

Review
Content Engineering

Recommended Actions

!

Develop and index comprehensive technical documentation specifically targeting predictive link degradation and mission assurance keywords.

Constellation is currently invisible for these critical queries, allowing competitors to claim the 'intelligence' narrative in satellite operations.

Impact: High
~

Optimize technical content specifically for ChatGPT's citation style to close the 21% visibility gap compared to Gemini.

ChatGPT remains a primary discovery tool for the NewSpace Startup CTO persona where Constellation’s reach is currently at its weakest.

Impact: Medium
~

Execute a structured data campaign to clarify the brand's mission assurance capabilities for Enterprise personas.

The current 'mixed' sentiment for Enterprise Connectivity Directors indicates that AI models are struggling to synthesize a clear, positive brand promise despite high visibility.

Impact: Medium

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

Book a Free Strategy Session
Backing

Investors

Y
Y Combinator
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.