Alternatives to Picterra

Compare Picterra alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Picterra in 2026. Compare features, ratings, user reviews, pricing, and more from Picterra competitors and alternatives in order to make an informed decision for your business.

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    Teradata VantageCloud
    Teradata VantageCloud: The complete cloud analytics and data platform for AI. Teradata VantageCloud is an enterprise-grade, cloud-native data and analytics platform that unifies data management, advanced analytics, and AI/ML capabilities in a single environment. Designed for scalability and flexibility, VantageCloud supports multi-cloud and hybrid deployments, enabling organizations to manage structured and semi-structured data across AWS, Azure, Google Cloud, and on-premises systems. It offers full ANSI SQL support, integrates with open-source tools like Python and R, and provides built-in governance for secure, trusted AI. VantageCloud empowers users to run complex queries, build data pipelines, and operationalize machine learning models—all while maintaining interoperability with modern data ecosystems.
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  • 2
    Union Cloud

    Union Cloud

    Union.ai

    Union.ai is an award-winning, Flyte-based data and ML orchestrator for scalable, reproducible ML pipelines. With Union.ai, you can write your code locally and easily deploy pipelines to remote Kubernetes clusters. “Flyte’s scalability, data lineage, and caching capabilities enable us to train hundreds of models on petabytes of geospatial data, giving us an edge in our business.” — Arno, CTO at Blackshark.ai “With Flyte, we want to give the power back to biologists. We want to stand up something that they can play around with different parameters for their models because not every … parameter is fixed. We want to make sure we are giving them the power to run the analyses.” — Krishna Yeramsetty, Principal Data Scientist at Infinome “Flyte plays a vital role as a key component of Gojek's ML Platform by providing exactly that." — Pradithya Aria Pura, Principal Engineer at Goj
    Starting Price: Free (Flyte)
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    Labelbox

    Labelbox

    Labelbox

    The training data platform for AI teams. A machine learning model is only as good as its training data. Labelbox is an end-to-end platform to create and manage high-quality training data all in one place, while supporting your production pipeline with powerful APIs. Powerful image labeling tool for image classification, object detection and segmentation. When every pixel matters, you need accurate and intuitive image segmentation tools. Customize the tools to support your specific use case, including instances, custom attributes and much more. Performant video labeling editor for cutting-edge computer vision. Label directly on the video up to 30 FPS with frame level. Additionally, Labelbox provides per frame label feature analytics enabling you to create better models faster. Creating training data for natural language intelligence has never been easier. Label text strings, conversations, paragraphs, and documents with fast & customizable classification.
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    FlyPix AI

    FlyPix AI

    FlyPix AI

    FlyPix AI is an object detection platform designed for analyzing satellite and drone imagery . It allows users to effortlessly detect, segment and localize objects and areas within geospatial data. Users can use FlyPix AI advanced functionalities to track changes and detect anomalies. Plus, it's user-friendly and intuitive interface empowers users without coding expertise to create customized use cases and extract valuable information from earth observation data.
    Starting Price: €890
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    OneView

    OneView

    OneView

    Working exclusively with real data creates significant challenges for machine learning model training. Synthetic data enables limitless machine learning model training, addressing the drawbacks and challenges of real data. Boost the performance of your geospatial analytics by creating the imagery you need. Customizable satellite, drone, and aerial imagery. Create scenarios, change object ratios, and adjust imaging parameters quickly and iteratively. Any rare objects or occurrences can be created. The resulting datasets are fully-annotated, error-free, and ready for training. The OneView simulation engine creates 3D worlds as the base for synthetic satellite and aerial images, layered with multiple randomization factors, filters, and variation parameters. The synthetic images replace real data for remote sensing systems in machine learning model training. They achieve superior interpretation results, especially in cases with limited coverage or poor-quality data.
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    Deep Block

    Deep Block

    Omnis Labs

    Deep Block is the world's fastest AI-powered remote sensing imagery analysis solution. Train your own AI models to detect instantly any objects in large satellite, aerial, and drone images. Deep Block's no-code data labeling interface lets you achieve your MLOps projects in days, with no prior expertise. Instead of hiring your own in-house AI engineering team, anybody can start training their own AI. If you have a mouse and a keyboard, you can use our web-based platform, check our project library for inspiration, and choose between 9 out-of-the-box AI training modules (image segmentation, object detection, facial detection, facial comparison…) to get you started. The power of Deep Block is not limited to training your own AI. Once, your AI model is ready, Deep Block's high-performance AI models can deliver very accurate results when detecting objects (0.9 mAP) and with minimum false positives (0.9 recall).
    Starting Price: $10 per month
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    Google Earth Engine
    Google Earth Engine is a cloud-based platform for scientific analysis and visualization of geospatial datasets, providing access to a vast public data archive that includes over 90 petabytes of analysis-ready satellite imagery and more than 1,000 curated geospatial datasets. This extensive catalog encompasses over 50 years of historical imagery, updated daily, with resolutions as fine as one meter per pixel, featuring datasets such as Landsat, MODIS, Sentinel, and the National Agriculture Imagery Program (NAIP). Earth Engine enables users to analyze Earth observation data and apply machine learning techniques through its web-based JavaScript Code Editor and Python API, facilitating the development of complex geospatial workflows. The platform's integration with Google Cloud allows for large-scale parallel processing, empowering users to conduct comprehensive analyses and visualize Earth data efficiently. Additionally, Earth Engine offers interoperability with BigQuery.
    Starting Price: $500 per month
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    Descartes Labs

    Descartes Labs

    Descartes Labs

    The Descartes Labs Platform is designed to answer some of the world’s most complex and pressing geospatial analytics questions. Our customers use the platform to build algorithms and models that transform their businesses quickly, efficiently, and cost-effectively. By giving data scientists and their line-of-business colleagues the best geospatial data and modeling tools in one package, we help turn AI into a core competency. Data science teams can use our scaling infrastructure to design models faster than ever, using our massive data archive or their own. Customers rely on our cloud-based platform to quickly and securely scale computer vision, statistical, and machine learning models to inform business decisions with powerful raster-based analytics. Our extensive API documentation, tutorials, guides and demos provide a deep knowledge base for users allowing them to quickly deploy high-value applications across diverse industries.
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    Phase One Geospatial
    Medium and large format aerial imagery with the highest accuracy and reliability. Precision-driven high-resolution aerial imagery cameras and solutions that simplify mapping and surveying processes. Effortless execution of photogrammetry mapping missions, capturing high-resolution images for 2D and 3D mapping. Achieve large surface coverage at extremely high resolution for accurate inspection of the objects as well as the surrounding areas. Get millimeter-sized damage spotting detection, fast repair, increased performance, and low environmental impact with Phase One drone solutions and cameras specially designed for drones. Phase One aerial cameras and solutions are designed exclusively for geospatial and industrial imaging. Developed with leading experts in the field, the medium format and large format cameras offer the world’s best image quality, high resolution, dynamic range, color fidelity and geometric accuracy.
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    LP360

    LP360

    GeoCue

    LiDAR & photogrammetry 3D point cloud software. Whether it's airborne or terrestrial collected LIDAR data, 3D point clouds have become a critical element in mapping. LP360, an advanced desktop LIDAR software package, makes easy work of extracting information and generating deliverables in an intuitive GIS environment. Process, analyze, and maximize drone survey data, producing valuable information and deliverables. A full geospatial workflow for your LiDAR and Imagery data with visualization, QA / QC tools, Classification, 3D editing and analysis capabilities. LP360 Cloud is an ever-growing collection of cloud-based tools and resources that will make it easy for you to manage, archive, share and collaborate on geospatial projects. As is true with all LP360 software, we are always building it around you; see below for the latest that LP360 Cloud has to offer.
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    GeoExpress

    GeoExpress

    LizardTech

    The massive, high-definition imagery used throughout the geospatial industry provides invaluable insights, but huge file sizes can make sharing, viewing, and manipulating this data extremely challenging. GeoExpress enables geospatial professionals to compress imagery to our proprietary, industry-standard MrSID format. This format supports lossless and visually lossless compression, enabling users to shrink file sizes without sacrificing image quality. GeoExpress also provides editing capabilities for geospatial imagery compression, so that you can provide improved visual data for analysis. It includes standard imagery editing functionality such as cropping and color balancing, while also enabling you to reproject, mosaic, and more. Maximize space, optimize usage, and facilitate easier distribution by compressing image files and geospatial data to as much 5% of their original size or cutting file size in half — all while maintaining visual image fidelity.
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    SkyFi

    SkyFi

    SkyFi

    SkyFi is on a mission to democratize satellite film and imaging. What was once a high-tech process is now simple, affordable and accessible to everyone. SkyFi is a self-service Earth Intelligence Platform that allows users to run built-in geospatial analytics, task satellites, and access archived imagery. The dual-use platform supports both civilian and defense use cases, with flexible ordering options, transparent pricing, and API access for large-scale workflows. Customers can use SkyFi's web platform, mobile app, or developer APIs to manage Earth observation projects without needing contracts or in-house GIS teams.
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    Albatross

    Albatross

    Terrabit

    Albatross is a geospatial data management platform that helps businesses centralise the ordering, accessing, storing, and collaboration of satellite imagery and spatial data. It enables teams to streamline workflows through a unified interface where users can search satellite archives, filter by parameters, such as cloud cover and resolution, and place orders with clear pricing information. The platform facilitates team collaboration through permission-based access controls, shared workspaces, and customised approval workflows that maintain data governance standards. Albatross connects users to high-resolution optical, multispectral, and historical data from multiple satellite constellations, offering both rush and premium delivery options. With its comprehensive dashboard, Albatross allows for monitoring orders, tracking deliveries, and accessing historical data in one location.
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    Google Earth
    The world's most detailed globe. Add placemarks to highlight key locations in your project, or draw lines and shapes directly on the map. Feature images and videos on your map to add rich contextual information. Tilt the map to save a perfect 3D view or diving into Street View for a 360 experience. Collaborate with others like a Google Doc and share your story as a presentation. Google Earth Pro on desktop is free for users with advanced feature needs. Import and export GIS data, and go back in time with historical imagery. Available on PC, Mac, or Linux. Google Earth for mobile enables you to browse the globe with a swipe of your finger on your phone or tablet. With Google Earth for Chrome, fly anywhere in seconds and explore 3D cities in your browser. Earth Studio is an animation tool for Google Earth’s satellite and 3D imagery. Google Earth Engine combines a multi-petabyte catalog of satellite imagery and geospatial datasets with planetary-scale analysis capabilities.
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    Geographic Imager

    Geographic Imager

    Avenza Systems

    Geographic Imager® mapping software enhances Adobe Photoshop to make working with spatial imagery quick and efficient. It adds tools to import, edit, manipulate and export geospatial images such as aerial and satellite imagery. Enjoy the use of native Adobe Photoshop functions such as transparencies, filters, pixel editing, and image adjustments like brightness, contrast, and curve controls while maintaining spatial referencing. Any image format that can be opened and displayed by Adobe Photoshop can form the basis for a spatial image. Import industry-used spatial images formats such as GeoTIFF, MrSID, NITF, PCI and more. Import digital elevation formats such as Esri GRID, BIL, USGS DEM and more. The Geographic Imager panel provides access to all the tools and functions quickly and easily. All spatial information related to the image including the coordinate system, world location of the corners, pixel size, and more.
    Starting Price: $99 per license
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    AI Clearing

    AI Clearing

    AI Clearing

    At AI Clearing, we specialize in construction progress monitoring through our cutting-edge SaaS platform, AI Surveyor™ engine. This revolutionary tool leverages machine learning technology to streamline digital field construction progress tracking like never before. With the integration of drone-captured data, our platform can generate comprehensive 3D site reports that cover 100% of your construction area, enabling more accurate and efficient progress monitoring. But we don’t stop at drone data. Our AI Surveyor™ engine also utilizes an array of digital data formats to execute automated, advanced 4D geospatial analytics. This high level of automation empowers us to drastically reduce reporting cycles, offering you actionable insights via interactive online dashboards and PDF reports. Plus, our platform is designed to easily integrate with your organization’s existing systems, making data flow seamless and efficient.
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    Amazon Location Service
    Amazon Location Service is a mapping service that allows you to add geospatial data and location functionality to applications, including dynamic and static maps, place searches and geocodes route planning, and device tracking and geofencing capabilities. With Amazon Location Service, you can safeguard customer data, reduce costs, and easily integrate with other AWS services. Build digital maps that showcase your locations, visualize your data, and unlock insights to drive your business. Embed maps with detailed roads, points of interest, and satellite imagery to provide an immersive experience for your users. Easily overlay your own data to identify patterns, make informed decisions, and create rich, interactive experiences. Quickly search, display, and filter places, businesses, and locations based on proximity, category, and name. Streamline address entry with autocomplete to boost productivity and data integrity.
    Starting Price: $0.20 per 1,000 requests
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    Raptor Maps

    Raptor Maps

    Raptor Maps

    The most robust digital twin of your solar assets in the industry. Create a comprehensive data model based on your as-builts and other sources of information, including an interactive site map. Insights powered by our industry-leading data model that get better over time with machine learning. Strengthening everything from commissioning to warranty claims to financial due diligence. A centralized and secure platform to store inspection reports, data, documents, CAD files, technical specifications, performance models, warranty documentation, shipping receipts, photographs and field notes. Preserved and made accessible with living geospatial equipment profiles, regardless of staff turnover or ownership changes. Get unlimited inspection reports and analytics from the market leader in aerial thermography. Raptor inspections are input agnostic — drones, planes, satellites or sensors — yours or ours. Access industry-leading training to ensure your data collection meets specifications.
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    Bazze

    Bazze

    Bazze

    Bazze is an AI-powered intelligence targeting and early-warning platform that transforms vast unclassified commercial data into mission-relevant insights on demand. Its Commercial Data Infrastructure (CDI) marketplace delivers real-time and historical datasets, ranging from device locations and satellite imagery to open source intelligence, via a “query in place” API model, eliminating the need for bulk purchases. Users can discover and integrate data from an expanding array of sources, apply advanced filtering and proprietary intent scores, and visualize results through custom dashboards or export them for downstream analysis. Specialized tools include reverse DNS mapping, geospatial event detection, trend tracking, threat scoring, and similarity searches to identify related entities. Everything is updated continuously and delivered on a consumption basis to optimize resource allocation.
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    Site Scan for ArcGIS
    Site Scan for ArcGIS is the end-to-end cloud-based drone mapping software designed to revolutionize imagery data collection, processing, and analysis. Maintain a complete picture of your drone inventory and flight history with automatic fleet management. Stay up-to-date with accurate imagery, using repeatable flight plans that ensure high-quality data capture when flying your drones. Securely process imagery in a scalable cloud environment to create high-quality 2D and 3D imagery products that can be quickly shared throughout your organization, on any device. Save time by using the measurement and analysis tools to get the answers you need from your data. Directly publish your drone data to your ArcGIS organization to perform advanced drone analytics such as object detection and application of artificial intelligence (AI).
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    Blue Sky Analytics

    Blue Sky Analytics

    Blue Sky Analytics

    Blue Sky Analytics is a geospatial data intelligence company building a API based catalogue of Environmental Datasets by leveraging Satellite data, AI and cloud. As time for meaningful climate action runs out, we can no longer afford for our efforts to be misinformed, uncoordinated, or unquantified. Thus, we have built a API based catalogue of Environmental Datasets by leveraging satellite data, AI and cloud.
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    TerrSet

    TerrSet

    Clark Labs

    TerrSet is an integrated geospatial software system for monitoring and modeling the earth system for sustainable development. The TerrSet system incorporates the IDRISI GIS Analysis and IDRISI Image Processing tools along with a constellation of vertical applications. TerrSet offers the most extensive set of geospatial tools in the industry in a single, affordable package. There is no need to buy costly add-ons to extend your research capabilities. Along with the software features mentioned below, TerrSet also includes utilities for import and export of all major file and imagery formats along with comprehensive documentation and tutorials. The IDRISI Image Processing System in TerrSet is an extensive set of procedures for image restoration, enhancement, transformation and classification of remotely sensed imagery.
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    znow

    znow

    znow

    The znow GIS platform is a blazing-fast, high-performance online geospatial processing engine and API. It offers a user-friendly, instantly accessible suite of comprehensive geospatial and GIS-related tools and functionalities, all available as a cloud-hosted solution directly in your browser.
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    Canvas X Geo

    Canvas X Geo

    Canvas GFX

    Combining a rich graphic toolset with sophisticated geospatial data handling, Canvas X Geo is the geospatial data illustration software designed to work in tandem with Geographic Information Systems. Represent, filter, and integrate a wide range of geospatial data formats in a single, powerful application Import and work with documents containing over one million objects in high resolution Drive data collaboration with numerous outputs, including maps, cross-sections, figures and presentations. Make your geospatial data tell a story. Put actionable insights into the hands of key stakeholders, increasing productivity and enabling better informed decision making. Combining a rich graphic toolset with sophisticated geospatial data handling, Canvas X Geo is the geospatial data illustration software designed to work in tandem with Geographic Information Systems. Represent, filter, and integrate a wide range of geospatial data formats in a single, powerful application.
    Starting Price: $299 per year
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    evoML

    evoML

    TurinTech AI

    evoML accelerates the creation of production-quality machine learning models by streamlining and automating the end-to-end data science workflow, transforming raw data into actionable insights in days instead of weeks. It automates crucial steps, automatic data transformation that detects anomalies and handles imbalances, feature engineering via genetic algorithms, parallel model evaluation across thousands of candidates, multi-objective optimization on custom metrics, and GenAI-based synthetic data generation for rapid prototyping under data-privacy constraints. Users fully own and customize generated model code for seamless deployment as APIs, databases, or local libraries, avoiding vendor lock-in and ensuring transparent, auditable workflows. EvoML empowers teams with intuitive visualizations, interactive dashboards, and charts to identify patterns, outliers, and anomalies for use cases such as anomaly detection, time-series forecasting, and fraud prevention.
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    WEKA

    WEKA

    WEKA

    WEKA provides a high-performance data platform optimized for AI and machine learning, offering scalable solutions for businesses and research labs. With the ability to handle vast amounts of data across on-premises, cloud, and hybrid environments, WEKA accelerates data workflows, enabling faster AI training, inference, and high-performance computing (HPC). The platform features infinite scalability, simplifying data storage, and providing seamless access to data across multiple locations. WEKA's environmentally conscious approach minimizes energy consumption, making it ideal for organizations aiming for both performance and sustainability in AI-driven projects.
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    IGiS Enterprise Suite

    IGiS Enterprise Suite

    Scanpoint Geomatics

    IGiS Enterprise Suite is a powerful geospatial suite with feature-rich tools to help you create, analyse, manage and securely share geospatial data over the Internet and intranet. IGiS Enterprise suite includes Desktop, Server, Publisher, Web, Mobile, Computer-Aided Design (CAD) and Software Development Kit (SDK) along with Open Geospatial Consortium (OGC) Services which are used to provide end-to-end enterprise geospatial solutions. Service-Oriented Architecture (SOA) coupled with Open Geospatial Consortium (OGC) compliant services and key components make IGiS Enterprise the most powerful geospatial suite in the Geographic Information System (GIS) industry. IGiS Enterprise Suite provides a Scalable GIS Platform for your organisation.
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    Fractal Analytics
    Reveal valuable insights by accurately recognizing objects in images and videos. From surveilling people in real-time at events to detecting if products are in the right place in shopping aisles, AI can drive value in many ways. Create in-depth analyses by placing image objects into relevant segments. AI-based algorithms can help insurers analyze home and auto damage to create more accurate claims for customers. Get immediate insights to take action when it matters most. AI algorithms enable real-time processing for a variety of valuable uses, such as face recognition. Understand customer behavior by identifying their actions from video, both in-store and in real-time. AI helps reveal how customers interact with products and brands to drive better experiences. AI-based analytics on satellite images can be used to detect traffic in real-time, analyze parking lots, and segment buildings.
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    PicStork
    PicStork is an AI-powered geospatial analytics platform developed by AeroMegh, designed to automate end-to-end aerial image analysis. It enables users to upload datasets, train custom machine learning models, and perform object detection without the need for programming skills. PicStork's user-friendly interface facilitates efficient workflows, including image preparation, model training, and real-time cloud-based analysis. The platform supports various applications across industries such as agriculture, construction, and environmental monitoring, providing comprehensive reports and insights to aid decision-making processes.
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    Whitebox

    Whitebox

    Whitebox

    Whitebox Geospatial Inc. offers innovative geospatial software built on open-source platforms, providing a suite of tools for advanced geospatial data analysis. Their flagship product, WhiteboxTools Open Core (WbT), contains over 475 tools for processing various types of geospatial data, including raster, vector, and LiDAR datasets. WbT is designed for seamless integration with other GIS software, such as QGIS and ArcGIS, enhancing their analytical capabilities. It features extensive use of parallel computing, operates without the need for additional libraries like GDAL, and can be utilized from scripting environments, making it a versatile choice for geospatial professionals. For users seeking advanced functionalities, Whitebox offers the Whitebox Toolset Extension (WTE), a paid extension that adds more than 75 tools for sophisticated geospatial data processing. Additionally, Whitebox Workflows for Python (WbW) provides geospatial professionals with next-level geoprocessing.
    Starting Price: $500 one-time payment
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    Edge Impulse

    Edge Impulse

    Edge Impulse

    Build advanced embedded machine learning applications without a PhD. Collect sensor, audio, or camera data directly from devices, files, or cloud integrations to build custom datasets. Leverage automatic labeling tools from object detection to audio segmentation. Set up and run reusable scripted operations that transform your input data on large sets of data in parallel by using our cloud infrastructure. Integrate custom data sources, CI/CD tools, and deployment pipelines with open APIs. Accelerate custom ML pipeline development with ready-to-use DSP and ML algorithms. Make hardware decisions based on device performance and flash/RAM every step of the way. Customize DSP feature extraction algorithms and create custom machine learning models with Keras APIs. Fine-tune your production model with visualized insights on datasets, model performance, and memory. Find the perfect balance between DSP configuration and model architecture, all budgeted against memory and latency constraints.
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    Key Ward

    Key Ward

    Key Ward

    Extract, transform, manage, & process CAD, FE, CFD, and test data effortlessly. Create automatic data pipelines for machine learning, ROM, & 3D deep learning. Removing data science barriers without coding. Key Ward's platform is the first end-to-end engineering no-code solution that redefines how engineers interact with their data, experimental & CAx. Through leveraging engineering data intelligence, our software enables engineers to easily handle their multi-source data, extract direct value with our built-in advanced analytics tools, and custom-build their machine and deep learning models, all under one platform, all with a few clicks. Automatically centralize, update, extract, sort, clean, and prepare your multi-source data for analysis, machine learning, and/or deep learning. Use our advanced analytics tools on your experimental & simulation data to correlate, find dependencies, and identify patterns.
    Starting Price: €9,000 per year
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    SAS Viya
    SAS Viya is a cloud-native data and AI platform that unifies data management, analytics, AI modeling, and governance within a single environment. The platform helps organizations build, validate, deploy, and govern AI models with transparency, fairness, and auditability built into the entire lifecycle. SAS Viya provides seamless access to data across multiple sources and platforms while maintaining governance, lineage tracking, and compliance controls. Businesses can use the platform to accelerate AI model training, improve workflow productivity, and operationalize data-driven decisions at scale. SAS Viya also supports AI agents through the SAS Viya MCP Server, enabling secure integration of AI-powered tools and decision-making processes. The platform is designed to support cloud, hybrid, and on-premises deployments for greater flexibility across enterprise environments.
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    Oracle Machine Learning
    Machine learning uncovers hidden patterns and insights in enterprise data, generating new value for the business. Oracle Machine Learning accelerates the creation and deployment of machine learning models for data scientists using reduced data movement, AutoML technology, and simplified deployment. Increase data scientist and developer productivity and reduce their learning curve with familiar open source-based Apache Zeppelin notebook technology. Notebooks support SQL, PL/SQL, Python, and markdown interpreters for Oracle Autonomous Database so users can work with their language of choice when developing models. A no-code user interface supporting AutoML on Autonomous Database to improve both data scientist productivity and non-expert user access to powerful in-database algorithms for classification and regression. Data scientists gain integrated model deployment from the Oracle Machine Learning AutoML User Interface.
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    ContextCapture

    ContextCapture

    Bentley Systems

    Create 3D models from simple photographs and/or point clouds. Reality modeling is the process of capturing the physical reality of an infrastructure asset, creating a representation of it, and maintaining it through continuous surveys. Bentley's reality modeling software, ContextCapture, provides you with real-world digital context in the form of a 3D reality mesh. A reality mesh is a 3D model of real-world conditions that contains large amounts of triangles and image data. Each digital component can be automatically recognized and/or geospatially referenced, providing you with an intuitive and immersive way to navigate, find, view, and query your asset information. You can use reality meshes in many engineering, maintenance, or GIS workflows to provide precise real-world digital context for design, construction, and operations decisions. Overlapping photos from drones and ground-level imagery, supplemented by laser scans where needed.
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    OpenCV

    OpenCV

    OpenCV

    OpenCV (Open Source Computer Vision Library) is an open-source computer vision and machine learning software library. OpenCV was built to provide a common infrastructure for computer vision applications and to accelerate the use of machine perception in commercial products. Being a BSD-licensed product, OpenCV makes it easy for businesses to utilize and modify the code. The library has more than 2500 optimized algorithms, which includes a comprehensive set of both classic and state-of-the-art computer vision and machine learning algorithms. These algorithms can be used to detect and recognize faces, identify objects, classify human actions in videos, track camera movements, track moving objects, extract 3D models of objects, produce 3D point clouds from stereo cameras, and stitch images together to produce a high-resolution image of an entire scene, find similar images from an image database, remove red eyes from images taken using flash, follow eye movements, recognize scenery, etc.
    Starting Price: Free
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    Pole Star Maritime Domain Awareness
    Pole Star’s secure cloud-based MDA solution provides an integrated data management platform for those associated with Homeland Security to rapidly and accurately collect and correlate maritime geospatial data. Utilising secure satellite data (including LRIT, VMS, and SSAS sources), alongside satellite and terrestrial-based AIS data, our patented tracking technology creates a hybrid track of not only your domestic LRIT vessels, but also your non-SOLAS fleet and any maritime asset operating and reporting within your desired area of interest. Access complete terrestrial & satellite AIS and blended tracking technology, combining multiple position data points into a single, seamless position track. View all ships located within a user defined radius of any ship or location for immediate identification of vessels in close proximity.
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    Wherobots

    Wherobots

    Wherobots

    Wherobots, the Spatial Intelligence Cloud, enables any data team to analyze data about the physical world faster, at greater scale, and at lower cost compared to traditional solutions. Built by the creators of Apache Sedona, it's a compute lakehouse engine that unifies spatial and non-spatial data, automates data workflows, and runs AI on planetary scale imagery. Spatial data refers to information about places, objects, or activities. Examples include GPS points and tracks, routes, land, road, parcel, crop, and building data, as well as imagery from drones and satellites. This data is fundamental to various industries including aerospace, mobility, ag-tech, insurance, energy, telecommunications, retail, and logistics. In one solution, Wherobots handles these diverse spatial data types and formats, with customers seeing production workloads run up to 20x faster and at lower cost than popular lakehouse engines.
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    Galileo

    Galileo

    GISDATA

    Galileo by GISDATA.io revolutionizes the way geospatial data is accessed and utilized. By aggregating datasets from numerous sources into a single, user-friendly platform, Galileo offers advanced spatial and metadata-specific search capabilities, ensuring quick and precise access to the most relevant and up-to-date geospatial information. Designed for professionals in surveying, mapping, engineering, environmental consulting, and scientific consulting industries, Galileo enhances efficiency and decision-making by streamlining the data discovery process. The platform is powered by a proprietary data discovery and indexing pipeline that guarantees regular updates and comprehensive data coverage. With thousands of datasets, including 750,000 from ESRI servers, Galileo provides an extensive and robust data collection. Galileo stands out with its intuitive interface, making it accessible for both novice and experienced users, and its ability to save valuable time and resources.
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    Oracle Analytics Cloud
    Oracle Analytics is a complete platform for every analytics user role. AI and ML are embedded throughout the platform to accelerate productivity and power better business decisions. Choose either Oracle Analytics Cloud, our cloud native service, or our on-premises solution, Oracle Analytics Server, both of which help you avoid compromising security and governance. Oracle Analytic addresses all needs of business users from data to decision. Oracle Analytics can help you solve your business problems with built in data preparation and enrichment, no-code machine learning and industry leading data visualization.
    Starting Price: $16 User Per Month - Oracle An
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    Kraken

    Kraken

    Big Squid

    Kraken is for everyone from analysts to data scientists. Built to be the easiest-to-use, no-code automated machine learning platform. The Kraken no-code automated machine learning (AutoML) platform simplifies and automates data science tasks like data prep, data cleaning, algorithm selection, model training, and model deployment. Kraken was built with analysts and engineers in mind. If you've done data analysis before, you're ready! Kraken's no-code, easy-to-use interface and integrated SONAR© training make it easy to become a citizen data scientist. Advanced features allow data scientists to work faster and more efficiently. Whether you use Excel or flat files for day-to-day reporting or just ad-hoc analysis and exports, drag-and-drop CSV upload and the Amazon S3 connector in Kraken make it easy to start building models with a few clicks. Data Connectors in Kraken allow you to connect to your favorite data warehouse, business intelligence tools, and cloud storage.
    Starting Price: $100 per month
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    ArcGIS Excalibur
    ArcGIS Excalibur is a web-based imagery application that allows users to search, discover, and work with imagery. Use focused workflows for image analytics and exploitation. Imagery and geospatial workflows that have traditionally been separate are now seamlessly integrated and easily accessible to analysts using ArcGIS Excalibur. Results are shared as imagery-derived reports or dynamic layers with key stakeholders. Access imagery in seconds from available image services and open it interactively from the search results within this single application. Perform an interactive search of available imagery, set search settings, preview imagery, view image metadata, and queue images for further use. Users can create markups, measurements, and apply image enhancements or predefined image renderers on oblique or orthorectified imagery. Create imagery observation reports and interactive briefing products, monitor product metrics, or share your analysis as dynamic imagery layers.
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    Pix4Dfields

    Pix4Dfields

    Pix4Dfields

    Collect images using a drone and any standard RGB or select multispectral cameras. You can also use satellite data import to enhance your mapping experience with Sentinel-2 satellite data. Process imagery with the instant processing engine and get your maps directly in the field, 6.8 GB, 2948 images, 10 min (with the new radiometry module). Generate precise ortho mosaics, digital surface models, index maps, zones, and accurate prescription maps. Trim your fields to a desired field boundary to create more targeted outputs. Visualize and understand your crop growth stages and stress levels. Analyze and compare different layers of information for a full insight into your yield performance and use them to increase crop production and reduce costs. The only hybrid mapping software solution for agriculture based on knowledge from farmers, agronomists, and researchers. Create precision agriculture maps using images from drones and satellites.
    Starting Price: $137.5 per month
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    GRASS GIS
    GRASS GIS (Geographic Resources Analysis Support System) is a free and open-source Geographic Information System (GIS) software suite utilized for geospatial data management and analysis, image processing, graphics and map production, spatial modeling, and visualization. It supports raster, vector, and geospatial processing, enabling advanced modeling, data management, imagery processing, and time series analysis with a Python API, optimized for large-scale analysis. GRASS GIS is compatible with multiple operating systems, including OS X, Windows, and Linux, and can be accessed through a graphical user interface or integrated with other software such as QGIS. The software includes over 350 modules for rendering maps and images, manipulating raster and vector data, processing multispectral image data, and creating, managing, and storing spatial data. GRASS GIS is widely used in academic and commercial settings, as well as by governmental agencies.
    Starting Price: Free
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    Volcano Engine

    Volcano Engine

    Volcano Engine

    Volcengine is ByteDance’s cloud platform delivering a full spectrum of IaaS, PaaS, and AI services under its Volcano Ark ecosystem through global, multi‑region infrastructure. It provides elastic compute instances (CPU, GPU, and TPU), high‑performance block and object storage, virtual networking, and managed databases, all designed for seamless scalability and pay‑as‑you‑go flexibility. Integrated AI capabilities offer natural language processing, computer vision, and speech recognition via prebuilt models or custom training pipelines, while a content delivery network and Engine VE SDK enable adaptive‑bitrate streaming, low‑latency media delivery, and real‑time AR/VR rendering. The platform’s security framework includes end‑to‑end encryption, fine‑grained access control, and automated threat detection, backed by compliance certifications.
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    MLlib

    MLlib

    Apache Software Foundation

    ​Apache Spark's MLlib is a scalable machine learning library that integrates seamlessly with Spark's APIs, supporting Java, Scala, Python, and R. It offers a comprehensive suite of algorithms and utilities, including classification, regression, clustering, collaborative filtering, and tools for constructing machine learning pipelines. MLlib's high-quality algorithms leverage Spark's iterative computation capabilities, delivering performance up to 100 times faster than traditional MapReduce implementations. It is designed to operate across diverse environments, running on Hadoop, Apache Mesos, Kubernetes, standalone clusters, or in the cloud, and accessing various data sources such as HDFS, HBase, and local files. This flexibility makes MLlib a robust solution for scalable and efficient machine learning tasks within the Apache Spark ecosystem. ​
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    TopoShare

    TopoShare

    TopoDOT

    TopoShare is a geospatial data management platform developed by TopoDOT to optimize digital twin production processes at minimal costs. It enables efficient organization, storage, and access to extensive geospatial datasets, including point clouds, images, coordinates, and metadata. Integrated with TopoDOT, TopoShare facilitates the reorganization of large-area point cloud data into manageable tiles, creating a geospatial project data warehouse within cloud services like Amazon S3 or Azure. Users can access project data through an intuitive geospatial display, selecting and downloading desired datasets directly into TopoDOT for further analysis and application. TopoShare Enterprise extends these capabilities across operations, providing unlimited interaction with project data, metadata, quality assessments, and digital twins, all while maintaining low interaction costs. This approach supports an on-demand production process, delivering quality-controlled topographies, 3D models, etc.
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    Leaf

    Leaf

    Leaf

    Leaf is the unified API for food and agriculture, offering a single integration to retrieve and manage farm data in a consistent format. Our platform enables seamless access to translated datasets across all brands, facilitating efficient connection and translation of machine data. With Leaf, you can import, export, manage, and sync field boundaries across platforms, ensuring cohesive field boundary management. Additionally, we provide standardized satellite and drone imagery from multiple providers, simplifying crop monitoring processes. Our scalable systems operate with 99.5% uptime, automatically handling heavy processing loads during critical periods like planting and harvesting. By utilizing Leaf, you save on capital investments and time required for in-house development, benefiting from economies of scale associated with processing extensive agricultural data. We prioritize security, serving insurance and financial companies with stringent compliance requirements.
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    Athenium Analytics

    Athenium Analytics

    Athenium Analytics

    Athenium Analytics enables insurance carriers to find new opportunities for growth, efficiency and continuous improvement. We offer industry-leading insurtech software that helps carriers drive quality, improve performance and write smarter business using predictive analytics and actionable insights. Leverage AI-enabled imagery analytics, predictive models and proprietary risk scores to identify and manage risk. IRIS can help you quickly identify property characteristics and manage your portfolio exposure using AI-based computer vision and geospatial imagery. Our other risk solutions empower your underwriting and claims teams to better manage risk.
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    Echosec

    Echosec

    Flashpoint

    Anchored by Echosec, Flashpoint’s geospatial Open-Source Intelligence (OSINT) product, the Physical Security Intelligence (PSI) solution offers an extensive range of global open-source data fused with geospatial enrichments, integrated AI, and expert finished intelligence, so practitioners can understand critical events, protect executives, and safeguard physical assets. Accelerate investigations and enhance situational awareness with open-source data, intelligence expertise, analytical tools, and AI enrichments. Effortlessly filter out social media noise to extract meaningful information quickly, monitor the topics and locations that matter to your organization, and alert the right team members when relevant posts are detected.