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Flyby Robotics, Inc.
Flyby Robotics, Inc.
Visibility5
Vibe85
Businesses/Aerospace and Defense/Flyby Robotics, Inc.
Flyby Robotics, Inc.
AI Visibility & Sentiment

Flyby Robotics, Inc.

Flyby Robotics is a U.S.-based developer and manufacturer of high-performance, autonomous drone systems for commercial, industrial, and defense applications. The company focuses on building NDAA-compliant, secure UAV platforms that feature an open compute architecture for edge-based AI and machine learning.

Active Monitoring
flybyrobotics.com
Aerospace and DefenseStartups
AI Visibility Score
5/100

Invisible

Sentiment Score
85/100
Score by Priority

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
5
adjacent
0
aspirational
0
visionary
0
OverviewLandscapeInsights & ActionsConversationsCitations

Is this your business?

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Flyby Robotics, Inc. today.

Flyby Robotics, Inc. is currently invisible to AI models during critical B2B discovery phases, despite high brand recognition when directly queried by name. While the brand owns its identity, it completely fails to capture the intent of procurement officers and engineers searching for NDAA-compliant, open-compute hardware solutions.

Working in your favor

Consistent, high-ranking brand recall in 'vibe check' queries across ChatGPT, Claude, and Gemini

Minor breakthrough with Claude for users specifically searching for open-compute drone platforms

Gaps to close

Complete absence in industrial hardware procurement queries, including NDAA-compliance searches

Lack of visibility for specialized personas like defense procurement officers and software engineers

Total exclusion from professional ecosystem discussions regarding lidar data management and ground control software

Opportunities

Targeting the 'NDAA-compliant hardware' intent gap to compete directly with incumbents like Skydio and Teal

Establishing thought leadership in open-compute drone architectures to capture the interest of software-focused engineers

Optimizing technical content to appear in professional ecosystem discussions alongside established tools like QGroundControl

Highest-Impact Actions
1

Execute a technical SEO and AI-content refresh focusing on 'NDAA-compliant' and 'open-compute' keywords.

The data shows zero presence in high-intent procurement queries where competitors are already capturing potential defense and public safety leads.

2

Develop and syndicate case studies highlighting technical interoperability with common lidar and ground control software.

Flyby is missing from the operational software conversation; aligning the brand with existing industry tools will bridge the gap to professional hardware comparisons.

3

Publish targeted technical documentation or 'why-to-buy' guides specifically for Defense Procurement Officers.

The Defense Procurement persona currently finds zero information on the brand, leaving the door wide open for competitors to frame the market standards.

Value Proposition

Flyby offers 'The World's Most Open UAV Platform,' providing full access to onboard GPU and flight controllers, allowing users to run advanced edge intelligence tasks while maintaining strict U.S. national security compliance.

Overview

Flyby Robotics is a U.S.-based developer and manufacturer of high-performance, autonomous drone systems for commercial, industrial, and defense applications. The company focuses on building NDAA-compliant, secure UAV platforms that feature an open compute architecture for edge-based AI and machine learning.

Mission

To restore America’s industrial UAV fleet by building a drone that pilots love.

Products & Services
Flyby F-11 Series (F-11H, F-11D, F-11S)Flyby AEGIS (LiDAR-integrated model)Flyby Ground Control AppDeveloper SDK/Open Compute Interface
Current State

Visibility Landscape

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

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

97
97
97
—
“What do you know about Flyby Robotics, Inc.? What do they do and what's their reputation?”
#1
#1
#1
—

Core5q

Product/service category queries

0
26
0
—
“what are the best ndaa compliant drones for industrial inspection that aren't chinese made”
No
No
No
—
“give me a list of reliable us based drone manufacturers for defense and public safety”
No
No
No
—
“what drone brands should i look at if i need an open compute architecture for edge ai”
No
#6
No
—
“what are the best drone ground control apps that support custom software and plugin development”
No
No
No
—
“compare the top high end drones for lidar scanning right now for professionals”
No
No
No
—

Growth Areas4q

Adjacent, aspirational & visionary

0
0
0
—
“recommend software platforms for managing lidar drone data for mapping teams”
No
No
No
—
“what are the best platforms to buy if i want to start building my own computer vision apps for uavs”
No
No
No
—
“what are the most trusted drone companies for government agencies in the us besides the big legacy ones”
No
No
No
—
“what should i look for when vetting a new drone manufacturer for our defense contracts”
No
No
No
—
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about Flyby Robotics, Inc.? What do they do and what's their reputation?”

ChatGPT#1
Claude#1
Gemini#1
AI Overviews—

“what are the best ndaa compliant drones for industrial inspection that aren't chinese made”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“give me a list of reliable us based drone manufacturers for defense and public safety”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what drone brands should i look at if i need an open compute architecture for edge ai”

ChatGPTNo
Claude#6
GeminiNo
AI Overviews—

“what are the best drone ground control apps that support custom software and plugin development”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“compare the top high end drones for lidar scanning right now for professionals”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“recommend software platforms for managing lidar drone data for mapping teams”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what are the best platforms to buy if i want to start building my own computer vision apps for uavs”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what are the most trusted drone companies for government agencies in the us besides the big legacy ones”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—

“what should i look for when vetting a new drone manufacturer for our defense contracts”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews—
Competitive Landscape
1
DJI
31 mentions
2
PX4
28 mentions
3
ArduPilot
22 mentions
4
Teal Drones (Teal 2)
17 mentions
5
Red Cat Holdings
16 mentions
6
Skydio
15 mentions
7
QGroundControl
14 mentions
8
Brinc Drones (LEMUR 2)
11 mentions
9
DroneDeploy
10 mentions
10
Freefly Systems (Astro)
10 mentions
11
Flyby Robotics, Inc.
1 mention
Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Flyby Robotics, Inc.'s AI visibility.

Key Findings

Strength

Consistent, high-ranking brand recall in 'vibe check' queries across ChatGPT, Claude, and Gemini

Strength

Minor breakthrough with Claude for users specifically searching for open-compute drone platforms

Gap

Complete absence in industrial hardware procurement queries, including NDAA-compliance searches

Recommended Actions

1

Execute a technical SEO and AI-content refresh focusing on 'NDAA-compliant' and 'open-compute' keywords.

The data shows zero presence in high-intent procurement queries where competitors are already capturing potential defense and public safety leads.

2

Develop and syndicate case studies highlighting technical interoperability with common lidar and ground control software.

Flyby is missing from the operational software conversation; aligning the brand with existing industry tools will bridge the gap to professional hardware comparisons.

3

Publish targeted technical documentation or 'why-to-buy' guides specifically for Defense Procurement Officers.

The Defense Procurement persona currently finds zero information on the brand, leaving the door wide open for competitors to frame the market standards.

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
Selecting NDAA Compliant UAV Hardware(3 queries)

“what are the best ndaa compliant drones for industrial inspection that aren't chinese made”

0/3 platforms mentioned

Core
ChatGPTChatGPT
1.Skydio X10
2.Skydio
3.Freefly Astro Max
4.Freefly (Freefly Astro, Alta X Gen2 NDAA)
5.Sony

+6 more

ClaudeClaude
1.DJI
2.Autel
3.Skydio (Skydio X10, Skydio X2E, Impossible Aerospace US-1)
4.Inspired Flight (Inspired Flight IF1200A)
5.Censys Technologies (Censys Technologies Sentaero)

+6 more

GeminiGemini
1.Skydio X10
2.Skydio (VT300-L, VT300-Z, X10D)
3.NVIDIA
4.Teledyne FLIR Boson+
5.Inspired Flight IF800 Tomcat

+14 more

“give me a list of reliable us based drone manufacturers for defense and public safety”

0/3 platforms mentioned

Core
ChatGPTChatGPT
1.AeroVironment (Raven, Puma, Wasp, Switchblade)
2.Anduril Industries (Altius)
3.Shield AI (Nova)
4.Skydio
5.Teal Drones (Teal 2, Golden Eagle)

+6 more

ClaudeClaude
1.AeroVironment (Raven, Puma, Switchblade, Wasp)
2.General Atomics Aeronautical Systems (MQ-9 Reaper, MQ-1 Predator)
3.Northrop Grumman (MQ-4C Triton, RQ-4 Global Hawk)
4.Textron Systems (Shadow, Aerosonde, Fury)
5.Shield AI (V-BAT)

+11 more

GeminiGemini
1.Skydio (Skydio X10D)
2.BRINC Drones (LEMUR 2)
3.Teal Drones (Teal 2)
4.Red Cat Holdings
5.FLIR

+5 more

“what drone brands should i look at if i need an open compute architecture for edge ai”

0/3 platforms mentioned

Core
ChatGPTChatGPT
1.ModalAI (VOXL 2, VOXL 2 Mini, Starling 2)
2.NVIDIA (Jetson Orin NX, Jetson Xavier NX, Jetson AGX)
3.Lambortech
4.PX4
5.ArduPilot

+1 more

ClaudeClaude
1.Auterion (Skynode)
2.Freefly
3.Parrot (ANAFI USA, ANAFI Ai)
4.AgEagle (senseFly eBee)
5.Skydio

+9 more

GeminiGemini
1.NVIDIA Jetson
2.Qualcomm Snapdragon
3.Auterion (AuterionOS, Skynode, AI Node)
4.ModalAI (VOXL 2)
5.Freefly Systems (Astro)

+6 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.

Faqs

skydio.com

Web1 ref

Choosing Drone Enterprise Program

thedroneu.com

Web1 ref

Skydio

en.wikipedia.org

Wiki1 ref

Nebraska Secure Drone Purchase Act List.Pdf

dot.nebraska.gov

Gov1 ref

American Made Drones

thedroneu.com

Web1 ref

Top Drones For Building Structural Inspections In 2025

advexure.com

Web1 ref

Alta X Gen2 Ndaa

dealer.freeflysystems.com

Web1 ref

Alta X Pilot Pro Ndaa

store.freeflysystems.com

Web1 ref

Teal 2

tealdrones.com

Web1 ref

2023 07 20 Red Cat S Teal 2 SUAS Now Available For Purchase 101.Pdf

ir.redcatholdings.com

Web1 ref

Parrot Anafi

en.wikipedia.org

Wiki1 ref

American Made Drones Your Essential Guide To Top Us Drones And Ndaa Compliant Leaders

boltflight.com

Web1 ref

American Made Drones (2026): Best NDAA-Compliant U.S. Drones

thedroneu.com

Web1 ref

Ndaa Compliant Blue Uas Drones

advexure.com

Web1 ref

Top American Made Drones For 2025 Ndaa And Blue Uas Compliant Models

dslrpros.com

Web1 ref
Backing

Investors

W
Weekend Fund

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 March 20, 2026.

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Frequently asked questions

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

Flyby Robotics is a U.S.-based developer and manufacturer of high-performance, autonomous drone systems for commercial, industrial, and defense applications. The company focuses on building NDAA-compliant, secure UAV platforms that feature an open compute architecture for edge-based AI and machine learning.

Flyby offers 'The World's Most Open UAV Platform,' providing full access to onboard GPU and flight controllers, allowing users to run advanced edge intelligence tasks while maintaining strict U.S. national security compliance.

AI Visibility Score

Flyby Robotics, Inc. has an AI visibility score of 5/100, rated as invisible. This score reflects how often and how prominently Flyby Robotics, Inc. appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Flyby Robotics, Inc. is currently invisible to AI models during critical B2B discovery phases, despite high brand recognition when directly queried by name. While the brand owns its identity, it completely fails to capture the intent of procurement officers and engineers searching for NDAA-compliant, open-compute hardware solutions.

Strengths

  • Consistent, high-ranking brand recall in 'vibe check' queries across ChatGPT, Claude, and Gemini
  • Minor breakthrough with Claude for users specifically searching for open-compute drone platforms

Visibility Gaps

  • Complete absence in industrial hardware procurement queries, including NDAA-compliance searches
  • Lack of visibility for specialized personas like defense procurement officers and software engineers
  • Total exclusion from professional ecosystem discussions regarding lidar data management and ground control software

Competitors in AI Recommendations

  • DJI: 31 mentions
  • PX4: 28 mentions
  • ArduPilot: 22 mentions
  • Teal Drones (Teal 2): 17 mentions
  • Red Cat Holdings: 16 mentions
  • Skydio: 15 mentions
  • QGroundControl: 14 mentions
  • Brinc Drones (LEMUR 2): 11 mentions
  • DroneDeploy: 10 mentions
  • Freefly Systems (Astro): 10 mentions
  • Qualcomm: 9 mentions
  • Autel: 8 mentions
  • Freefly Systems (Alta X): 8 mentions
  • Skydio (Skydio X10): 8 mentions
  • Pixhawk: 8 mentions

Categories: Aerospace and Defense

Tags: Startups