Top 16 Automatic Point Feature Extraction Tools (2026)
Let us know what challenge you need to solve - we will help!
Contact UsAutomatic point feature extraction tools detect discrete points-like objects, landmarks, or specific features-within datasets such as imagery, 3D scans, or spatial data, automating analysis for applications in urban planning, asset management, and beyond. These tools, integrated into top software platforms, harness AI, photogrammetry, and advanced processing to deliver precise, efficient point detection. Below, each product’s point feature extraction capabilities are explored, showcasing their broad utility across multiple fields.

1. FlyPix AI
At FlyPix AI, we’re transforming how businesses harness aerial imagery with our automatic point feature extraction tools, powered by state-of-the-art AI. Our platform identifies discrete objects-such as buildings, vehicles, or infrastructure-in real time, processing high-resolution datasets with pinpoint accuracy. Designed for dynamic monitoring and spatial analysis, our tools deliver fast, reliable insights across a wide range of applications, from urban planning to environmental management.
Our point feature tools stand out with a no-code interface, letting users of all skill levels customize extraction parameters effortlessly. Integrated seamlessly with mapping platforms, we provide rapid, automated analysis that turns complex data into clear, actionable results for time-sensitive projects. At FlyPix AI, our mission is to make advanced geospatial analysis accessible and efficient, empowering teams to tackle challenges in any environment with confidence.
Pricing
Pricing in € EUR
StarterStorage 10 GB
€100/user/mo
50 Credits
~1 Gigapixels
Features Included:
- Analytics Dashboard Access
- Export vector layers
- Email support within 5 business days
StandardStorage 120 GB
€500/2 user/mo
500 + 100 Credits
~Up to 12 Gigapixels
Features Included:
- Access Multispectral data
- Map sharing capabilities
- Email support within 2 business days
ProStorage 600 GB
€2000/5 user/mo
2000 + 1000 Credits
~Up to 60 Gigapixels
Features Included:
- API access
- Team Management
- Email and chat with 1-hour response time
EnterpriseStorage Unlimited
Credits : Unlimited
User Seats: Unlimited
Features Included:
- API access
- Team Management
- Email and chat with 1-hour response time
Key Highlights:
- AI-driven object detection
- Real-time, precision processing
- Customizable via an intuitive no-code platform
- Seamless integration with mapping systems
Pros:
- Lightning-fast processing speeds
- User-friendly, no-code setup
- High accuracy across complex scenes
- Flexible compatibility with geospatial tools
Cons:
- Requires a stable internet connection
- Limited offline capabilities
- Advanced features may take time to master
- Regular updates needed for peak performance
Contact Information:
- Website: flypix.ai
- Address: Robert-Bosch-Str.7, 64293 Darmstadt, Germany
- Email: info@flypix.ai
- Phone Number: +49 6151 7076949
- LinkedIn: linkedin.com/company/flypix-ai
| Tool | Category | Key Features | Target Audience | Unique Differentiator | Integrations |
|---|---|---|---|---|---|
| FlyPix AI | AI geospatial object and point-feature detection | Custom AI model training; image/raster object detection; user annotations; analytics dashboard; vector-layer export | GIS teams; infrastructure, construction, agriculture, energy, mining, government | No-code custom AI models trained on user-defined annotations | Google Cloud; IBM; NVIDIA; ESA BIC ecosystem |
| Pix4D | Photogrammetry and surveying | Large-scale photogrammetric processing; point clouds; orthomosaics; 3D meshes; vectorization and CAD workflows | Surveyors; mapping professionals; construction; agriculture; civil engineering | PIX4Dmatic and PIX4Dsurvey workflows unified into PIX4Dmatic 2.x | PIX4Dcloud; PIX4Dmapper; PIX4Dmatic; LAS/LAZ; DXF; SHP; GeoJSON |
| Skycatch | Drone mapping and industrial site intelligence | High-accuracy aerial mapping; 3D models; point clouds; site visualization; data management | Mining; construction; infrastructure and industrial operations | High-accuracy drone data workflows designed for large industrial sites | ArcGIS-compatible WMTS; DXF; GIS and mine-planning workflows |
| Propeller Aero | Cloud drone mapping and construction analytics | 2D/3D mapping; survey processing; LiDAR processing; measurements; machine telematics | Construction; mining; aggregates; waste management | Combines drone mapping, survey processing, machine telematics and smart GCPs in one workflow | Procore; Trimble Connect; Autodesk BIM 360; Autodesk Build; Aconex; HCSS; OneDrive; SharePoint |
| LiDAR360 | LiDAR processing and point-cloud analysis | Point-cloud classification; feature extraction; terrain modeling; 3D visualization; LiDAR data management | Surveying; forestry; utilities; infrastructure; environmental mapping | Specialized workflow for large LiDAR datasets and detailed point-cloud classification | LAS/LAZ; common GIS/CAD export formats; not specified for named third-party platforms |
| DroneDeploy | Cloud drone mapping and AI site analysis | Photogrammetry; high-accuracy processing; point clouds; automated GCP tagging; AI progress analysis | Construction; surveying; agriculture; mining; infrastructure | Progress AI links aerial/ground imagery to construction-trade progress and schedule data | Procore; Autodesk; Primavera P6; common drone imagery and mapping workflows |
| RealityCapture | Photogrammetry and 3D reconstruction | Image alignment; dense point clouds; meshes; orthophotos; large-scale 3D reconstruction | Surveying; VFX; gaming; mapping; cultural heritage; engineering | High-speed reconstruction optimized for large image datasets | Unreal Engine; common 3D/CAD formats including OBJ, FBX, PLY and LAS |
| 3Dflow - 3DF Zephyr | Photogrammetry and 3D reconstruction | Automatic camera calibration; dense point clouds; meshes; orthophotos; Gaussian Splatting | Surveyors; researchers; cultural heritage; engineering; media | Generates Gaussian splats directly from structured point clouds within the photogrammetry workflow | LAS/LAZ; OBJ; FBX; PLY; 3D/CAD and GIS export formats |
| PhotoModeler Technologies | Close-range photogrammetry and measurement | Automated coded-target detection; 3D modeling; point measurement; camera calibration; NURBS workflows | Engineering; architecture; forensics; surveying; technical measurement | Combines photogrammetric measurement with detailed camera and coded-target workflows | AutoCAD/DXF; Rhino/3DM; Maya; 3ds Max; Google Earth/KML; LAS; OBJ; STL |
| OpenDroneMap | Open-source drone photogrammetry | Orthomosaics; point clouds; DSM/DTM; 3D models; GCP processing | Developers; researchers; GIS users; drone mapping teams | Open-source processing stack with WebODM interface and API access | QGIS via exported/served geospatial data; XYZ/TMS tile workflows; WebODM API |
| Hexagon IMAGINE Photogrammetry | Professional photogrammetry and stereo mapping | Aerial triangulation; stereo compilation; DSM/DTM extraction; orthophoto production; 3D feature collection | Mapping agencies; photogrammetrists; GIS and surveying organizations | Direct integration with Hexagon's ERDAS IMAGINE and broader geospatial portfolio | ERDAS IMAGINE; GeoMedia; ERDAS APOLLO; ArcGIS; MicroStation |
| ArcGIS Drone2Map | Desktop drone photogrammetry and GIS analysis | 2D/3D reconstruction; point clouds; true orthos; DSM/DTM; thermal and multispectral analysis | GIS professionals; agriculture; construction; asset inspection; surveying | Processes drone imagery locally and connects directly to the ArcGIS ecosystem | ArcGIS Pro; ArcGIS Online; ArcGIS Enterprise; ArcGIS Flight |
| DroneMapper | Drone photogrammetry and mapping | Orthomosaics; DEMs; point clouds; GCP processing; GIS measurements | Surveyors; small mapping projects; researchers; drone operators | Cloud processing API enables programmatic generation of orthomosaics, DEMs and point clouds | Global Mapper; LAStools; DJI; SenseFly; API integrations |
| Autodesk ReCap | Reality capture and point-cloud processing | Laser-scan registration; UAV data processing; point-cloud visualization; scan-to-BIM workflows; mesh/point-cloud tools | AEC; engineering; construction; manufacturing; infrastructure | Direct workflow into Autodesk design and BIM applications | AutoCAD; Civil 3D; Revit; Navisworks; Inventor; InfraWorks; Maya; 3ds Max |
| Bentley Systems - iTwin Capture Modeler | Reality modeling and digital-twin data preparation | Image/LiDAR import; aerial triangulation; point clouds; reality meshes; Gaussian splats | Infrastructure; surveying; engineering; construction; digital-twin teams | Free Modeler Flex preparation workflow with optional local or cloud-scale processing | iTwin Capture Engine; iTwin Capture Cloud Services; Bentley iTwin ecosystem |
| DJI Terra | Drone photogrammetry and 3D reconstruction | 2D/3D reconstruction; thermal mapping; point clouds; terrain models; Gaussian Splatting; video-to-3D reconstruction | Drone operators; surveying; agriculture; construction; inspection | Integrated reconstruction workflow for DJI drone imagery, including thermal and video-based processing | DJI drones; LAS; KML; DXF; common GIS/CAD export workflows |

2. Pix4D
Pix4D’s automatic point feature extraction tools detect discrete points like structures or vegetation from imagery using photogrammetry, producing detailed 2D and 3D outputs. These tools excel in isolating specific features, supporting applications in planning and environmental analysis.
The point feature tools in Pix4D leverage robust algorithms to automate detection across multiple imaging sources, offering refined outputs for professional use. Their high-quality processing ensures accurate point identification, making them a reliable choice for detailed spatial tasks.
Key Highlights:
- Photogrammetry-based extraction
- Multi-source support
- High-precision outputs
- Automated detection
Pros:
- Seamless source integration
- Top-tier point accuracy
- User-friendly interface
- Versatile applications
Cons:
- Slow with large datasets
- Premium features costly
- Steep learning curve
- Limited real-time use
Contact Information:
- Website: pix4d.com
- Address: Route de Renens 24, 1008 Prilly, Switzerland
- Phone: +41 21 552 05 90
- Facebook: facebook.com/Pix4D
- LinkedIn: linkedin.com/company/pix4d
- X (Twitter): x.com/pix4d
- Instagram: instagram.com/pix4d_official

3. Skycatch
Skycatch’s automatic point feature extraction tools identify discrete points like equipment or structures from aerial imagery, delivering high-accuracy outputs for industrial applications. These tools focus on automating point detection, streamlining analysis for operational efficiency.
The point feature tools within Skycatch process data rapidly, offering precise point identification for large-scale projects. Their automated approach ensures reliable results, making them valuable for tasks requiring quick, detailed spatial insights.
Key Highlights:
- High-accuracy extraction
- Automated processing
- Industrial focus
- Rapid delivery
Pros:
- High precision results
- Fast automation
- Strong industrial use
- Reliable outputs
Cons:
- Limited flexibility
- Higher setup cost
- Niche application focus
- Less user control
Contact Information:
- Website: skycatch.com
- LinkedIn: linkedin.com/company/skycatch
- YouTube: youtube.com/skycatchInc

4. Propeller Aero
Propeller Aero’s automatic point feature extraction tools detect discrete points like machinery or markers from drone data, producing 3D models for construction and site analysis. These tools automate point identification, enhancing project planning and monitoring.
The point feature tools in Propeller Aero integrate with cloud-based workflows, providing real-time visualization of extracted points. Their user-friendly design and broad compatibility ensure efficient delivery of actionable point data across various scenarios.
Key Highlights:
- Cloud-based extraction
- Construction focus
- Real-time visualization
- Broad compatibility
Pros:
- Intuitive interface
- Fast cloud processing
- High precision outputs
- Wide source support
Cons:
- Internet reliant
- Limited offline use
- Subscription-based
- Less customization
Contact Information:
- Website: propelleraero.com
- Phone: +61 468 463 987
- Email: hello@propelleraero.com.au
- Facebook: facebook.com/propelleraero
- Instagram: instagram.com/propeller_aero
- LinkedIn: linkedin.com/company/propeller-aero

5. LiDAR360
LiDAR360’s automatic point feature extraction tools identify discrete points like trees or poles from LiDAR scans, generating detailed 3D models for spatial analysis. These tools excel at isolating features within dense point clouds, ideal for detailed object mapping.
The point feature tools within LiDAR360 use advanced classification algorithms to automate extraction, offering robust visualization for complex datasets. Their focus on LiDAR precision ensures accurate point detection, supporting specialized applications across industries.
Key Highlights:
- LiDAR-based extraction
- High-density processing
- Detailed visualization
- Automated classification
Pros:
- Exceptional LiDAR accuracy
- Handles large datasets
- Detailed 3D outputs
- Strong for specialized tasks
Cons:
- Requires LiDAR expertise
- Resource-intensive
- Costly setup
- Limited to LiDAR sources
Contact Information:
- Website: greenvalleyintl.com
- Address: 729 Heinz Avenue, Suite 9, Berkeley, California 94710, USA
- Phone: +1(510)345-2899
- Email: info@greenvalleyintl.com
- Facebook: facebook.com/GreenValleyINTL
- LinkedIn: linkedin.com/company/GreenValleyINTL
- X (Twitter): x.com/GreenValleyINTL
- Instagram: instagram.com/GreenValleyINTL

6. DroneDeploy
DroneDeploy’s automatic point feature extraction tools detect discrete points like assets or anomalies from drone imagery, using cloud-based AI for real-time analysis. These tools support operational monitoring with efficient point identification capabilities.
The point feature tools in DroneDeploy enhance accuracy with AI-driven automation and offer collaborative features for team workflows. Their cloud accessibility makes them practical for dynamic, multi-user point extraction tasks.
Key Highlights:
- Cloud-based detection
- AI-driven automation
- Collaborative tools
- Real-time insights
Pros:
- Easy-to-use interface
- Fast cloud processing
- Team collaboration
- Wide source support
Cons:
- Internet reliant
- Limited editing depth
- Subscription costs
- Less processing control
Contact Information:
- Website: dronedeploy.com
- Facebook: facebook.com/Dronedeploy
- LinkedIn: linkedin.com/company/dronedeploy
- X (Twitter): x.com/DroneDeploy
- Instagram: instagram.com/dronedeploy

7. RealityCapture by Capturing Reality
RealityCapture by Capturing Reality’s automatic point feature extraction tools identify discrete points like landmarks or objects with rapid photogrammetry, producing high-quality 3D outputs. These tools are designed for fast, accurate point detection in detailed projects.
The point feature tools process complex imagery efficiently, ensuring reliable extraction of specific features across scales. Their speed and precision make them a top choice for users needing quick, actionable point data.
Key Highlights:
- Rapid point extraction
- High-quality outputs
- Efficient processing
- Broad applications
Pros:
- Quick processing
- Accurate results
- Versatile use cases
- Strong performance
Cons:
- Older version errors
- Limited automation depth
- Complex for newbies
- Hardware intensive
Contact Information:
- Website: capturingreality.com
- Facebook: facebook.com/CapturingRealityCom
- LinkedIn: linkedin.com/company/capturing-reality
- X (Twitter): x.com/realitycapture_
- Instagram: instagram.com/capturingrealitycom
- YouTube: youtube.com/@CapturingReality

8. 3Dflow - 3DF Zephyr
3Dflow - 3DF Zephyr’s automatic point feature extraction tools detect discrete points like artifacts or structures via photogrammetry, creating detailed 3D maps. These tools support analysis with precise point identification capabilities.
The point feature tools offer a user-friendly design and robust processing, ensuring accurate extraction from diverse imagery. Their versatility makes them adaptable for professionals needing reliable point data across various contexts.
Key Highlights:
- Photogrammetric tools
- User-friendly interface
- Precise 3D mapping
- Versatile outputs
Pros:
- Intuitive design
- High-quality results
- Flexible input support
- Cost-effective options
Cons:
- Slower for large datasets
- Limited advanced features
- Requires manual tweaks
- Less scalable
Contact Information:
- Website: 3dflow.net
- Facebook: facebook.com/3Dflow.net
- LinkedIn: linkedin.com/company/3dflow
- X (Twitter): x.com/3dflow
- Instagram: instagram.com/3dflow

9. PhotoModeler Technologies
PhotoModeler Technologies’ automatic point feature extraction tools identify discrete points like markers or objects from imagery, focusing on precision for detailed analysis. These tools produce accurate 3D models with specific point data for technical applications.
The point feature tools within PhotoModeler Technologies ensure reliable detection with a straightforward approach, ideal for exact spatial measurements. Their emphasis on accuracy supports professionals in precise point-based tasks.
Key Highlights:
- Precise point detection
- Accurate 3D modeling
- Technical focus
- Reliable outputs
Pros:
- High measurement accuracy
- Simple interface
- Dependable results
- Broad input support
Cons:
- Limited automation
- Slower processing
- Niche application focus
- Basic feature set
Contact Information:
- Website: photomodeler.com
- Phone: +1-778-819-2408
- Email: support@photomodeler.com
- Facebook: facebook.com/photomodeler
- LinkedIn: linkedin.com/company/eos-systems-inc-

10. OpenDroneMap
OpenDroneMap’s automatic point feature extraction tools detect discrete points like landmarks or assets from imagery, offering open-source capabilities for cost-effective analysis. These tools support flexible point identification across various datasets.
The point feature tools within OpenDroneMap provide customization without proprietary limits, enabling tailored extraction for diverse needs. Their community-driven nature makes them a unique option for accessible point data analysis.
Key Highlights:
- Open-source tools
- Cost-effective extraction
- Community-driven
- Flexible processing
Pros:
- Free to use
- Highly customizable
- Broad community support
- No vendor lock-in
Cons:
- Requires technical skills
- Slower processing
- Limited official support
- Less polished interface
Contact Information:
- Website: opendronemap.org
- Email: info@opendronemap.org

11. Hexagon IMAGINE Photogrammetry
Hexagon IMAGINE Photogrammetry’s automatic point feature extraction tools identify discrete points like structures or equipment from imagery, delivering precise data for technical analysis. These tools integrate with broader systems, offering a comprehensive approach to point extraction.
The point feature tools emphasize scientific accuracy and scalability, ensuring reliable detection for complex projects. Their robust processing makes them a key asset for professionals needing advanced point-based insights.
Key Highlights:
- Photogrammetric precision
- System integration
- Scalable tools
- Scientific accuracy
Pros:
- High precision outputs
- Scalable for large projects
- Strong compatibility
- Advanced analysis options
Cons:
- Complex to master
- High cost
- Resource intensive
- Less intuitive
Contact Information:
- Website: hexagon.com
- Address: Lilla Bantorget 15 SE-111 23 Stockholm, Sweden
- Phone: +46 8 601 26 20
- Email: info@hexagon.com
- Facebook: facebook.com/HexagonAB
- LinkedIn: linkedin.com/company/hexagon-ab
- X (Twitter): x.com/HexagonAB
- Instagram: instagram.com/hexagon_ab

12. ArcGIS Drone2Map
ArcGIS Drone2Map’s automatic point feature extraction tools identify discrete points like buildings or landmarks from imagery, enhancing analysis within a robust ecosystem. These tools produce precise 3D models with detailed point data for planning tasks.
The point feature tools integrate seamlessly with spatial platforms, offering scalability for complex point extraction projects. Their comprehensive capabilities ensure accurate insights, making them a powerhouse for professional workflows.
Key Highlights:
- Ecosystem integration
- Precise detection
- Scalable solutions
- Workflow efficiency
Pros:
- Strong platform integration
- High precision outputs
- Scalable for large areas
- Comprehensive tools
Cons:
- High cost
- Complex setup
- Resource heavy
- Steep learning curve
Contact Information:
- Website: esri.com
- Address: 380 New York St., Redlands, CA 92373, USA
- Phone: +1-909-793-2853
- LinkedIn: linkedin.com/company/esri
- YouTube: youtube.com/user/esritv
- Facebook: facebook.com/esrigis
- Instagram: instagram.com/esrigram
- X (Twitter): x.com/Esri

13. DroneMapper
DroneMapper’s automatic point feature extraction tools detect discrete points like markers or objects from imagery, offering affordable extraction for detailed analysis. These tools produce reliable outputs, ideal for small-scale point identification tasks.
The point feature tools within DroneMapper focus on simplicity and cost-effectiveness, ensuring straightforward detection without complexity. Their accessible approach makes them a solid choice for users needing basic point data extraction.
Key Highlights:
- Affordable extraction
- Practical outputs
- Simple design
- Reliable detection
Pros:
- Low cost
- Reliable results
- Easy to use
- Good for small projects
Cons:
- Limited features
- Slower processing
- Basic functionality
- Less scalable
Contact Information:
- Website: dronemapper.com
- Address: 18656 Eastridge Rd., Cedaredge, Colorado 81413, USA
- Phone: 970-417-1102

14. Autodesk ReCap
Autodesk ReCap’s automatic point feature extraction tools detect discrete points like equipment or landmarks from scan data, creating detailed point clouds for technical analysis. These tools integrate with design workflows, enhancing project insights.
The point feature tools leverage cloud-based processing to handle large datasets, delivering precise point visualizations. Their strength lies in streamlining complex data into actionable point-based outputs for professional applications.
Key Highlights:
- Point cloud extraction
- Design integration
- Cloud processing
- Precise visualizations
Pros:
- Strong compatibility
- Efficient large-scale use
- Detailed 3D outputs
- Reliable for technical tasks
Cons:
- Units mismatch risks
- Limited offline access
- Costly full suite
- Learning curve present
Contact Information:
- Website: autodesk.com
- Facebook: facebook.com/autodesk
- LinkedIn: linkedin.com/company/autodesk
- X (Twitter): x.com/autodesk
- Instagram: instagram.com/autodesk

15. Bentley Systems - iTwin Capture Modeler
Bentley Systems - iTwin Capture Modeler’s automatic point feature extraction tools identify discrete points like assets or markers from imagery, building digital twins with high-fidelity detection. These tools optimize analysis for infrastructure and technical projects.
The point feature tools integrate with operational systems, providing a unified view of extracted points for project oversight. Their scalability ensures consistent accuracy across extensive datasets, ideal for advanced point-based applications.
Key Highlights:
- Digital twin extraction
- Infrastructure focus
- System integration
- Scalable processing
Pros:
- Advanced twin capabilities
- High scalability
- Robust integration
- Precise modeling
Cons:
- Complex to learn
- Slower processing
- Expensive licensing
- Less beginner-friendly
Contact Information:
- Website: bentley.com
- Address: 685 Stockton Drive, Exton, PA 19341, USA
- Phone: 1-800-236-8539
- Facebook: facebook.com/BentleySystems
- LinkedIn: linkedin.com/company/bentley-systems
- X (Twitter): x.com/bentleysystems
- Instagram: instagram.com/bentleysystems
- YouTube: youtube.com/BentleySystems

16. DJI Terra
DJI Terra’s automatic point feature extraction tools detect discrete points like buildings or obstacles from drone imagery, producing detailed 3D models for spatial analysis. These tools automate point identification, supporting planning and operational tasks.
The point feature tools within DJI Terra integrate with drone workflows, offering efficient processing and visualization of extracted points. Their focus on automation and compatibility makes them a practical choice for quick, accurate point data extraction.
Key Highlights:
- Drone-based extraction
- Automated detection
- 3D visualization
- Workflow integration
Pros:
- Seamless drone integration
- Fast processing
- Accurate outputs
- User-friendly design
Cons:
- Limited to drone data
- Basic customization
- Hardware dependent
- Subscription costs
Contact Information:
- Website: dji.com
- Address: 14th Floor, West Wing, Skyworth Semiconductor Design Building, No.18 Gaoxin South 4th Ave, Nanshan District, Shenzhen, China, 518057
- Phone: +86 (0)755 26656677
- Email: inform@dji.com
- Facebook: facebook.com/DJI
- X (Twitter): x.com/djiglobal
- Instagram: instagram.com/DJIglobal
- YouTube: youtube.com/user/djiinnovations
Conclusion
The automatic point feature extraction tools within these 16 products showcase a wide range of capabilities, from AI-driven real-time detection to precise photogrammetric and LiDAR-based analysis, catering to diverse needs across industries. Each tool brings unique strengths, enhancing object identification and spatial insights with automation and accuracy. Together, they highlight the power of advanced technology in streamlining point data extraction for modern applications.
FAQs
What are point feature extraction tools?
They’re software functionalities that detect discrete points like objects or landmarks in data.
Which fields use these tools?
Urban planning, infrastructure, forestry, and asset management benefit from point insights.
How do these tools differ?
Some use AI (FlyPix AI), others photogrammetry (Pix4D), or LiDAR (LiDAR360) for detection.
Why are point features important?
They identify specific objects for detailed analysis and decision-making.
What tech powers these tools?
AI, photogrammetry, LiDAR, and cloud processing drive their capabilities.
How do they improve efficiency?
By automating point detection and delivering precise, actionable data quickly.
Sign up to our Newsletter
Join 50,000+ subscribers to get expert tips, exclusive offers, and free geospatial resources.
Thank you! You have successfully joined our subscriber list.