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Company

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    Flyby Robotics, Inc.
    Flyby Robotics, Inc.
    Visibility13
    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
    13/100

    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
    13
    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
    —

    Core5q

    Product/service category queries

    0
    26
    0
    —

    Growth Areas4q

    Adjacent, aspirational & visionary

    0
    0
    0
    —
    ChatGPT
    Claude
    Gemini
    AI Overviews
    Competitive Landscape
    1DJI31 mentions
    2PX428 mentions
    3ArduPilot22 mentions
    4Teal Drones (Teal 2)17 mentions
    5Red Cat Holdings16 mentions
    6Skydio15 mentions
    7QGroundControl14 mentions
    8Brinc Drones (LEMUR 2)11 mentions
    9DroneDeploy10 mentions
    10Freefly Systems (Astro)10 mentions
    11Flyby 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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    recommended by AI.

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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 13/100, 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