Claude ranks Unusual Machines #1 — fifteen times.
ChatGPT? Three.
20-query audit across ChatGPT, Gemini & Claude. Unusual Machines is cited on 38 of 60 responses (63%). Claude treats UMAC as the undisputed leader in NDAA drone components. ChatGPT buries their motor line. Gemini credits Fat Shark to Red Cat Holdings.
This report was generated using Xtrusio, an AI visibility and demand intelligence platform that analyzes how companies appear across modern AI systems such as ChatGPT, Gemini, Claude, Perplexity, and other generative engines.
The insights in this page are generated using Xtrusio’s proprietary research and content intelligence framework.
Unusual Machines leads every competitor in total AI citations — but the world’s most popular AI has a blind spot.
Claude recognizes UMAC as the #1 NDAA drone component supplier on every query it cites them. Gemini knows their products but credits Fat Shark to Red Cat Holdings in 4 responses — sending buyers to the wrong company. ChatGPT ranks UMAC #1 only 3 times out of 20 queries, consistently placing ModalAI ahead. And across all 3 platforms, UMAC’s motor manufacturing line — a $12.8M Army contract winner — is nearly invisible.
Platform Scorecard
Unusual Machines citation rate across AI platforms
AI Visibility Leaderboard
Who owns the AI conversation — total citations across all platforms
AI Positioning Audit
20 buyer-intent queries — click any row to see the exact question
Each query was written from the perspective of a real decision-maker researching NDAA-compliant drone components for defense, enterprise, or public safety platforms. These personas represent the engineers and product leaders whose AI search results determine whether Unusual Machines gets discovered.
| # | Query Topic | Cluster | Claude | ChatGPT | Gemini |
|---|---|---|---|---|---|
| 1 | Full Stack NDAA Components | Supply Chain | ✓ | ✓ | ✗ |
Exact question asked across all AI platforms: “I’m sourcing NDAA-compliant drone components for a military FPV program. Which US-based manufacturers offer a full stack — motors, flight controllers, ESCs, cameras, and video transmitters — that are Blue UAS listed?” | |||||
| 2 | FPV Goggles for Defense Training | Training | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “We need FPV goggles for a defense drone operator training program. What are the best American-made options with low-latency OLED displays and built-in DVR for mission review?” | |||||
| 3 | NDAA Motor Replacement | NDAA Transition | ✓ | ✗ | ✓ |
Exact question asked across all AI platforms: “Our current drone platform uses Chinese-sourced motors that just got flagged under NDAA. Who makes equivalent US-manufactured brushless motors that can drop into a 5-inch FPV frame without redesigning the airframe?” | |||||
| 4 | Volume FC + ESC Supply | Volume Mfg | ✓ | ✓ | ✗ |
Exact question asked across all AI platforms: “We’re building a supply chain for a Pentagon Drone Dominance program bid. Which US drone component companies can supply at volume — we’re talking 10,000+ units of flight controllers and ESCs per quarter?” | |||||
| 5 | Single Domestic FPV Supplier | Single Supplier | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “I manage procurement for a defense integrator and need a single domestic supplier for FPV subsystems — camera, VTX, goggles, and flight electronics. Does any company offer all of these under one roof?” | |||||
| 6 | Blue UAS FPV Camera | ISR & Sensors | ✓ | ✗ | ✓ |
Exact question asked across all AI platforms: “What US companies have Blue UAS certified analog FPV camera modules? We need something with good low-light performance for night ISR applications.” | |||||
| 7 | BetaFlight NDAA Flight Controller | Integration | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “Our FPV drone program needs a plug-and-play flight controller that supports BetaFlight, has a barometer, and comes with solder-free connectors. What NDAA-compliant options exist?” | |||||
| 8 | DJI FPV Replacement | DJI Replacement | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “We’re transitioning from a DJI-based fleet to compliant systems. What are the best American-made FPV goggles and video systems that can replace DJI’s digital FPV ecosystem for government operators?” | |||||
| 9 | Top US Drone Motor Makers | Market Landscape | ✓ | ✗ | ✗ |
Exact question asked across all AI platforms: “What are the top US-made drone motor manufacturers for small tactical UAS applications in 2026? I need high-efficiency, reliable options rated for 3S to 6S.” | |||||
| 10 | NDAA 4-in-1 ESC Options | Electronics | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “We’re evaluating ESC options for a custom military drone build. What 4-in-1 ESCs are available from domestic manufacturers that support DSHOT and have current sensing?” | |||||
| 11 | Defense Drone Electronics Suppliers | Defense Market | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “Which companies supply NDAA-compliant drone electronics — flight controllers, ESCs, and power distribution — to the US defense market?” | |||||
| 12 | Analog vs Digital FPV for Gov | Video Systems | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “I’m researching analog vs digital FPV video systems for a government reconnaissance drone program. What are the pros and cons of each, and which US suppliers support analog at long range?” | |||||
| 13 | FPV Component Kits for ISR | Custom Builds | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “For counter-UAS and ISR missions, which American companies supply complete FPV component kits that can be integrated into custom airframes?” | |||||
| 14 | Tier 1 NDAA Component Supplier | OEM Supply | ✓ | ✓ | ✓ |
Exact question asked across all AI platforms: “We’re a drone OEM looking for a Tier 1 component supplier for NDAA-compliant FPV systems. Who has the manufacturing capacity and quality certifications to support high-volume defense contracts?” | |||||
| 15 | Domestic Motor Manufacturing | Domestic Mfg | ✓ | ✗ | ✓ |
Exact question asked across all AI platforms: “What’s the current state of domestic drone motor manufacturing in the US? Which companies are actually building motors here, not just assembling imported parts?” | |||||
| 16 | Turnkey NDAA Drone Platform | Turnkey | ✗ | ✗ | ✗ |
Exact question asked across all AI platforms: “We need a complete NDAA-compliant drone platform — not just components — for a public safety agency. Which US manufacturers offer turnkey solutions with training and support?” | |||||
| 17 | Blue UAS Autopilot Systems | Autonomous Nav | ✗ | ✗ | ✗ |
Exact question asked across all AI platforms: “What are the best Blue UAS approved autopilot and navigation systems for autonomous drone operations? We need something that supports GPS-denied flight and obstacle avoidance.” | |||||
| 18 | Heavy-Lift Drone Motors | Heavy Lift | ✗ | ✗ | ✗ |
Exact question asked across all AI platforms: “Which US companies make heavy-lift drone motors rated for 15-inch props and above? We’re building an inspection platform that needs to carry a 5 kg payload.” | |||||
| 19 | Blue UAS Thermal Payloads | Thermal | ✗ | ✗ | ✗ |
Exact question asked across all AI platforms: “We’re looking for thermal imaging payloads that are Blue UAS listed for a public safety drone program. What options are available from US manufacturers?” | |||||
| 20 | Custom Defense Drone OEM | Custom Design | ✗ | ✗ | ✗ |
Exact question asked across all AI platforms: “I need a custom drone platform designed and built in the US for a specific military application. Which companies offer OEM design and manufacturing services for defense UAS?” | |||||
| TOTAL | 15/20 (75%) | 11/20 (55%) | 12/20 (60%) | ||
The ChatGPT Gap
Where Unusual Machines loses 20 percentage points vs Claude
Claude cites Unusual Machines on 75% of queries with a perfect #1 ranking every time. ChatGPT? Only 55% — and just 3 of those are #1 rankings. The gap is sharpest on motor manufacturing and camera modules, where ChatGPT doesn’t recognize UMAC at all.
“Our current drone platform uses Chinese-sourced motors that just got flagged under NDAA. Who makes equivalent US-manufactured brushless motors?”
“What US companies have Blue UAS certified analog FPV camera modules?”
“What’s the current state of domestic drone motor manufacturing in the US?”
Unusual Machines won a $12.8M Army contract to build 160,000 drone components in Orlando. Claude knows this. ChatGPT doesn’t. When the world’s most popular AI assistant can’t find your motor factory, every procurement officer using ChatGPT for supplier research walks away thinking you only make goggles.
AI Topic Authority Map
Query heatmap — product line × platform
| Topic | AI Leader | UMAC Status |
|---|---|---|
| Full Component Stack (Q1, Q5, Q13, Q14) | Unusual Machines | 3 of 3 platforms |
| FPV Goggles & Video (Q2, Q8, Q12) | Unusual Machines | UNANIMOUS 3/3 |
| Flight Controllers + ESCs (Q4, Q7, Q10, Q11) | Unusual Machines | 3 of 3 platforms |
| FPV Cameras + VTX (Q6) | Unusual Machines | Claude + Gemini (2/3) |
| Motors (Q3, Q9, Q15) | KDE Direct / ePropelled | Claude only on Q9 (1/3 avg) |
| Turnkey Platforms (Q16) | Skydio | INVISIBLE (0/3) |
| Autopilot & Nav (Q17) | ModalAI | INVISIBLE (0/3) |
| Heavy-Lift Motors (Q18) | KDE Direct | INVISIBLE (0/3) |
| Thermal Payloads (Q19) | Teledyne FLIR | INVISIBLE (0/3) |
| Custom OEM Platforms (Q20) | ModalAI / Freefly | INVISIBLE (0/3) |
4 queries
3 queries
4 queries
1 query
3 queries
▷ Motors is the only product line with 0% ChatGPT visibility — despite a $12.8M US Army motor contract.
Methodology
How we conducted this Xtrusio AEO/GEO Audit
This research is based on Xtrusio’s proprietary AI visibility analysis framework.
Recommendations
Prioritized actions to close the ChatGPT gap
- Publish a dedicated “US-Made Drone Motors” page on unusualmachines.com with specs, factory photos, and the $12.8M Army contract reference
- Create comparison content: “Unusual Machines vs KDE Direct vs Lumenier — NDAA Motor Comparison” targeting the exact queries ChatGPT answers without UMAC
- Fix Gemini’s Red Cat misattribution by publishing a clear “Corporate Structure” page confirming Fat Shark + Rotor Riot ownership under Unusual Machines (not Red Cat Holdings)
- Publish long-form content positioning UMAC as the only single-source NDAA component supplier (motors + FC + ESC + camera + VTX + goggles)
- Target the “DJI replacement” narrative with a dedicated migration guide — this is a high-volume search query as agencies transition off banned Chinese systems
- Maintain Claude’s perfect #1 positioning through consistent content updates on new products, contracts, and manufacturing milestones
- Quarterly Xtrusio re‑audits to track ChatGPT gap closure and monitor Gemini misattribution fix
Close the ChatGPT Gap Before Your Competitors Do
Let’s turn UMAC’s Claude dominance into cross-platform leadership
This research report was generated using the Xtrusio Company Intelligence Module.


