Alternatives to Spherical Defense

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

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    Orca Security

    Orca Security

    Orca Security

    Designed for organizations operating in the cloud who need complete, centralized visibility of their entire cloud estate and want more time and resources dedicated to remediating the actual risks that matter, Orca Security is an agentless cloud Security Platform that provides security teams with 100% coverage their entire cloud environment. Instead of layering multiple siloed tools together or deploying cumbersome agents, Orca combines two revolutionary approaches - SideScanning, that enables frictionless and complete coverage without the need to maintain agents, and the Unified Data Model, that allows centralized contextual analysis of your entire cloud estate. Together, Orca has created the most comprehensive cloud security platform available on the marketplace.
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    KrakenD

    KrakenD

    KrakenD

    KrakenD is a high-performance API Gateway optimized for resource efficiency, capable of managing 70,000 requests per second on a single instance. The stateless architecture allows for straightforward, linear scalability, eliminating the need for complex coordination or database maintenance. It supports various protocols and API specifications, with features like fine-grained access controls, data transformation, and caching. Unique to KrakenD is its ability to aggregate multiple API responses into one, streamlining client-side operations. Security-wise, KrakenD aligns with OWASP standards and doesn't store data, making compliance simpler. It offers a declarative configuration and integrates with third-party logging and metrics tools. With transparent pricing and an open-source option, KrakenD is a comprehensive API Gateway solution for organizations prioritizing performance and scalability.
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    SKUDONET

    SKUDONET

    SKUDONET

    SKUDONET Enterprise Edition is an Application Delivery and Security Platform built on Linux Debian 12.5 LTS for critical enterprise environments. Formerly known as Zevenet, it provides advanced L4/L7 load balancing, integrated WAF, TLS management with Let’s Encrypt and wildcard support, and protocol-aware traffic inspection across on-premises, hybrid, or cloud deployments, including SkudoCloud SaaS. A free trial is available for evaluation on the SKUDONET website. Key Features & Benefits: • High Availability: Clustering and failover to minimize downtime. • Advanced Security: WAF, L7 filtering, DoS protection, TLS with Let’s Encrypt and wildcard support. • Scalability: Optimized for high-throughput workloads with multi-core processing and efficient packet handling. • Traffic Control: Session persistence, custom routing rules, and granular L4/L7 inspection. • Centralized Management: Unified dashboard for configuration, monitoring, and policy automation.
    Starting Price: $1736/year/appliance
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    Traceable

    Traceable

    Traceable

    Meet the Industry’s Context-Aware API Security Platform Traceable identifies all of your APIs, and evaluates your API risk posture, stops API attacks that lead to incidents such as data exfiltration, and provides analytics for threat hunting and forensic research. With our solution, you can confidently discover, manage and secure all of your APIs, quickly deploy, and easily scale to meet the ongoing needs of your organization. If you’re planning on improving the data security posture in your APIs, Traceable would love the opportunity to discuss how we could help and share some of our lessons learned from working with enterprise customers like Canon, Informatica, Outreach, and many others.
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    Resurface

    Resurface

    Resurface Labs

    Resurface is a runtime API security solution. Detect and respond to API threats and risk in real-time with Resurface continuous API scanning. Purpose-built for API data, Resurface captures complete request and response payloads (including GraphQL) to instantly see threats and failures. Get alerts on data breaches for zero-day detection and response. Mapped to OWASP Top10, Resurface alerts on threats with complete data security patterns and behaviors. Resurface is self-hosted, all data is first-party, installed with a single Helm command. Resurface is the only API security solution engineered for deep inspection at scale. Handling millions of API calls, Resurface detects and alerts on active attacks. Machine learning models indicate anomalies and identify low-and-slow attack patterns.
    Starting Price: $9K/node/year
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    Ambassador

    Ambassador

    Ambassador Labs

    Ambassador Edge Stack is a Kubernetes-native API Gateway that delivers the scalability, security, and simplicity for some of the world's largest Kubernetes installations. Edge Stack makes securing microservices easy with a comprehensive set of security functionality, including automatic TLS, authentication, rate limiting, WAF integration, and fine-grained access control. The API Gateway contains a modern Kubernetes ingress controller that supports a broad range of protocols including gRPC and gRPC-Web, supports TLS termination, and provides traffic management controls for resource availability. Why use Ambassador Edge Stack API Gateway? - Accelerate Scalability: Manage high traffic volumes and distribute incoming requests across multiple backend services, ensuring reliable application performance. - Enhanced Security: Protect your APIs from unauthorized access and malicious attacks with robust security features. - Improve Productivity & Developer Experience
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    Lotame

    Lotame

    Lotame Solutions

    What is Lotame Spherical Platform? Spherical is Lotame’s end-to-end data collaboration platform and helps digital marketers and media owners drive growth and innovation with actionable customer intelligence, data informed audiences, and identity powered activation. • Actionable Customer Intelligence • Data Informed Audiences • Identity Powered Activation Navigating the cookieless landscape doesn’t have to be a headache. With Spherical, onboard, unify, model, enrich, and activate both known and unknown first-party data in smarter, faster, and easier ways. Our unique blend of proprietary technology, mature partnerships, and data expertise help digital marketers and media owners obtain a multidimensional view of customers, and deliver personalized messages across all domains and devices.
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    FireFly Indoor Gunshot Detector
    The FireFly® Indoor Gunshot Detector is wireless and designed to work in Indoor environments. Installation basically entails attaching each sensor using only two fasteners. Sensor placement determines detection area coverage, unobstructed spherical range can be as much as 31,415 sqft. Compact, wireless, self-contained, battery-operated gunshot sensor executing threat versus non-threat validation analysis using energy level and waveform analysis algorithms. The sensor is mounted to horizontal ceiling substrates providing a spherical detection coverage area of ~31,415 FT2. Sensors can be attached to vertical columns presenting a decreased coverage area. Threat validation data is wirelessly transmitted by the sensor to the EAGL System Server via the EAGL Gateway. Data received by the EAGL System Server is processed further initiating the appropriate pre-programmed automatic and autonomous Adaptive Response feature and process.
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    DragonFly IoT Active Shooter Sensors
    An outdoor wireless gunshot sensor performing energy capture, waveform analysis, and transmitting resultant data to the Emergency Automatic Gunshot Detection & Lockdown (EAGL) system, a Gunshot Detection System (GDS). Compact, wireless, self-contained, battery-operated gunshot sensor executing threat versus non-threat validation analysis using energy waveform algorithms. Sensor contained within resonance chamber allowing flat wall, corner, or pole mounting capability while providing an optimum spherical detection coverage area. Threat validation data is wirelessly transmitted by sensor to the EAGL System Server via internal Quectel. Sensor data received by the EAGL System Server is processed further while initiating the appropriate pre-programmed automatic and autonomous adaptive response feature and process. Sensor also receives calibration data from the EAGL Server using similar communication processes and methods.
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    Panoweaver

    Panoweaver

    Easypano

    Panoweaver 10 is a highly-intelligent and automatic panorama stitcher. The operation is very simple and friendly. You can create a perfect panorama with one click. It’s easy to remove tripod and synchronize to EP-Sky, Facebook, Twitter, Google+ and etc., and can be recognized as panoramic viewing. Panoweaver 10 adopts Easypano's latest intelligent stitching algorithm. The advanced algorithm not only has greatly improved stitching efficiency and stability, but also enriches various fault tolerance mechanisms to ease the shooting errors and to optimize the results of the works. Stitch full circular, drum type, and full frame fisheye photos into full 360 spherical panoramas, providing perfect images resources to Tourweaver for virtual tour creation. Stitch multiple rows of photos shot by normal digital camera (or phone) or wide angle lens, capable of stitching full 360 degree spherical panorama or partial cylindrical panorama.
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    EdiLus STEEL

    EdiLus STEEL

    ACCA software

    With EdiLus STEEL the modelling of steel structures is simpler and faster thanks to the three-dimensional grids (Magnetic Grid). With the Magnetic Grid you can generate a spatial grid of magnetic nodes to which you can attach steel beams and columns directly in 3D view. Also associate the Magnetic Grid object to a DXF or DWG CAD format drawing and automatically convert the architectural model to a valuable structural model. The software offers Magnetic Grids of different shapes and forms (standard, pyramidal, conical, cylindrical, spherical, helical, lattice) that you can easily modify to compose a wide variety of three-dimensional models and complex geometries.
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    Ultimate Unwrap 3D

    Ultimate Unwrap 3D

    Ultimate Unwrap 3D

    Ultimate Unwrap 3D is a standalone UV mapping software for unfolding and unwrapping 3D models. It includes an easy-to-use UV coordinate editor, a standard set of UV mapping projections such as planar, box, cylindrical, and spherical, as well as advanced UV mapping tools for those difficult to map areas on a model. The Pro version includes a full-featured set of additional UV mapping editing tools, such as straightening, aligning, packing, and seaming. It is ideal for artists, professionals, modellers, game developers, and hobbyists, and easy enough to use for all levels of computer users. Ultimate Unwrap 3D supports over 100 file formats, including FBX, DAE, ASE, DXF, LWO, OBJ, and DirectX. We support 3ds Max, Maya, SoftImage, Cinema 4D, Lightwave, Modo, Sketchup, and many more! Interactive seam picking mode. For marking seams in the 3D views. Repainting UVs for creating texture atlases from multiple textures. AutoTD UV islands. Scales UVs using the average texel density.
    Starting Price: $59.95 one-time payment
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    NoviSight 3D
    NoviSight 3D cell analysis software advances your discovery by providing statistical data for spheroids and other 3D objects in microplate-based experiments. The software enables you to quantify cell activity in three dimensions and more easily capture rare cell events, obtain accurate cell counts, and improve detection sensitivity. With a convenient user interface, NoviSight software offers the tools you need for recognition, analysis, and statistics. NoviSight software’s True 3D technology makes it easier to check the morphology of your samples. Measure a range of spheroid or cell nuclei parameters, including volume and sphericity, and measure and analyze physiologically relevant 3D cell models to speed up your research work. The software can analyze objects of interest to provide morphology and spatiotemporal parameters in 3D space. Detect objects from whole structures to subcellular features and evaluate changes in spheroids.
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    Climate Action Engine
    The Climate Action Engine (CAE), an emissions data platform developed by Rocky Mountain Institute in partnership with Spherical Analytics, weaves together emissions data with other oil and gas information, such as location, ownership, and financial performance data under a single data and analytics platform. This platform is uniquely positioned to provide irrefutable, real-time knowledge to respond to the industry’s need to make emissions reduction actionable. As a data and analytics platform, the CAE is designed to meet and respond to the oil and gas industry’s need to reduce emissions in ways that inform and align with Business Intelligence methods and tools. Enable operators to ensure that they are prioritizing emissions reduction initiatives that have the largest methane emissions reduction potential.
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    HAMS-GPS EHS Software
    Plume, puff, spill dispersions based on Gaussian dispersion calculations and modeling, with tabular and graphic display with 6-User defined Isopleths in XY-Slice at Y-Cross wind distance. Full 3-D “CAT-Scan” output possible with dispersion “cake slicing in XY (Isopleth) graphs. Graphics are in color as custom color, default color, or BW. It is a complete CAT-Scan with Probits (PROBIT short for probability unit, is the percent fatality and injury due to exposure to any hazardous agent.). This advanced dispersion provides for Mass and volumes of various concentration zones and concentration zone shells of plumes, puffs, and spill pool evaporation dispersions. Underground explosions, mechanical explosions-cylindrical vessel, spherical vessel, Dust explosion with PROBITs. Graphics are in color. The fire load of a facility, industrial entity, process plant or building, is the heat energy that could be released per square meter of floor area of a compartment.
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    3DF Zephyr
    3DF Zephyr lets photogrammetry catch on in multiple scenarios fostering different targets and needs by taking advantage of an all-in-one software suite. Our in-house technology is as versatile and user-friendly as possible and it can easily be adapted to the users’ skills. 3DF Zephyr allows performing 3D reconstructions automatically by using pictures and video data taken with any sensor and captured using any acquisition techniques. You can use different cameras, lenses and focal lengths during the same surveying and scanning session. Get the most out of aerial and ground photogrammetry by processing videos, spherical pictures, multispectral and thermal + RGB imagery on a single software platform. 3DF Zephyr is not just photogrammetry: import, register and analyze your laser scan data (native file formats supported).
    Starting Price: €149 one-time payment
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    PANOVOLO

    PANOVOLO

    Simulogic Inc.

    PANOVOLO is a specialized software tool engineered for the precise stitching of drone-captured panoramas. It integrates advanced algorithms with the image location and orientation metadata saved by drones to facilitate rapid and reliable panorama creation. Processes both JPEG and DNG (RAW) images, offering users flexibility in image selection. When working with DNGs, the software employs 16-bit processing to retain the full dynamic range for enhanced post-processing capabilities. Enables automatic stitching of images from multiple folders or directly from the drones SD card. Automatically corrects curved horizons resulting from the drone cameras upward or downward orientation during capture. Supports a wide range of drone panorama types including 180, wide-angle, and photo spheres. Offers multiple panorama projections like Spherical, Cylindrical, Rectilinear, Mercator, and Stereographic.
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    Tencent Cloud Block Storage
    Tencent Cloud Cloud Block Storage (CBS) provides a persistent block storage service for CVM instances. The lifecycle of an Elastic Cloud Disk is independent of CVM instances. You can mount multiple cloud disks to a CVM instance and unmount them in order to mount them to another CVM instance. CBS offers cloud disks of multiple types and specifications to achieve stable and low-latency storage performance. CBS supports mounting and unmounting to instances in the same availability zone. You can use it to adjust storage capacity in minutes to satisfy elastic demands and pay for only what you use. When disk space becomes insufficient during use, you can purchase one or more cloud disks to satisfy storage capacity requirements. Purchase cloud disks to meet storage demands you did not plan for when buying the CVM instance. Store data on a cloud disk, unmount it, then mount it to another CVM instance to transfer data.
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    SceneWorks

    SceneWorks

    SpheronVR

    We all have experienced the immense power of a text driven search in the internet via search engines: once we know the right keyword, the search engines will "find it all, but if we don't, the screen stays empty. On a smaller scale: is part of your job description to be a shareholder in the process of crime scene investigation? If so, did you ever have to communicate results via "clever named" folders or file names? Here's our background: as a manufacturer of high-end (full spherical) cameras, some of our customers in the past were indeed police-photographers. They used the camera to document crime scenes. They figured: "... see the glas of water there. I actually do know that we have found a fingerprint on it. Wouldn't it be great to allow everyone in our team to immediately access the PDF with the fingerprint analysis by a simple mouse-click on the glass?
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    3DVista Stitcher
    Stitcher 4 helps you convert a set of pictures into beautiful panoramas. The choice of professionals and enthusiasts alike, 3DVista Stitcher 4 combines ease of use with comprehensiveness: One-click simplicity leads you through each stage of the process to ensure you have top quality panoramas stitched in no time. Stitcher 4 supports most popular cameras and lens types including standard, wide angle, Fisheye and One-shot lenses. It allows for full or partial, cubic, spherical and small-planet panoramas. Includes BATCH function, which stitches all your panoramas at the end and at once, saving you a lot of waiting time in between the editing processes of the single projects. 3DVista Stitcher 4 is the only program on the market that can stitch 3DVista’s unique Live Panoramas* and Adaptative HDR Panoramas*, which can later be used and published via Virtual Tour Pro.
    Starting Price: $99 per license
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    Silent Armor

    Silent Armor

    Silent Breach

    Silent Armor is an AI-powered perimeter defense platform designed to predict and prevent cyber breaches before they occur. It continuously analyzes hundreds of security metrics across an organization’s attack surface to deliver real-time, intelligent protection. The platform combines predictive analytics, dark web monitoring, and threat correlation to uncover emerging risks. Agentless attack surface monitoring allows organizations to discover exposed assets without deploying endpoint software. Automated mitigation playbooks help neutralize threats directly from a unified dashboard. AI-generated daily security briefs provide executive-level insights and prioritized remediation steps. Built for CISOs, SOC teams, and MSSPs, Silent Armor transforms fragmented security data into proactive, actionable defense.
    Starting Price: $49/asset/month
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    Security Blue Team

    Security Blue Team

    Security Blue Team

    Security Blue Team delivers practical, hands‑on defensive cybersecurity training and certifications designed to develop the skills of aspiring and established security professionals worldwide. Its core offerings include the Blue Team Level 1 Junior Security Operations certification, covering phishing analysis, digital forensics, threat intelligence, SIEM usage, and incident response across eight domains in approximately 30 hours; the Blue Team Level 2 Advanced Security Operations certification, focusing on malware analysis, threat hunting, vulnerability management, and advanced SIEM emulation over six domains in roughly 50 hours; and the SecOps Manager certification, which teaches planning, building, and maturing security operations teams through six comprehensive domains. Learners engage with gamified labs, biweekly challenges, and real‑world capstone projects via the Blue Team Labs Online platform to apply concepts in cloud environments and downloadable scenarios.
    Starting Price: $538.11 one-time payment
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    VESSL AI

    VESSL AI

    VESSL AI

    Build, train, and deploy models faster at scale with fully managed infrastructure, tools, and workflows. Deploy custom AI & LLMs on any infrastructure in seconds and scale inference with ease. Handle your most demanding tasks with batch job scheduling, only paying with per-second billing. Optimize costs with GPU usage, spot instances, and built-in automatic failover. Train with a single command with YAML, simplifying complex infrastructure setups. Automatically scale up workers during high traffic and scale down to zero during inactivity. Deploy cutting-edge models with persistent endpoints in a serverless environment, optimizing resource usage. Monitor system and inference metrics in real-time, including worker count, GPU utilization, latency, and throughput. Efficiently conduct A/B testing by splitting traffic among multiple models for evaluation.
    Starting Price: $100 + compute/month
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    Dreamlook

    Dreamlook

    Dreamlook

    1'200 steps in 3 minutes. 10'000 steps in 15 minutes. Without any quality compromise. Power your applications without worrying about spinning up instances or finding GPU quotas. $1 per 5'000 training steps. Lower prices at scale. Your first training run is free. We delete all uploaded images and trained models after 48 hours. The Dreambooth algorithm that dreamlook.ai uses under the hood is the same as what you are used to. It is for example equivalent to the Dreambooth implementation in HuggingFace Diffusers. We do the same thing, just faster.
    Starting Price: $6 per 60 tokens
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    Amazon SageMaker Clarify
    Amazon SageMaker Clarify provides machine learning (ML) developers with purpose-built tools to gain greater insights into their ML training data and models. SageMaker Clarify detects and measures potential bias using a variety of metrics so that ML developers can address potential bias and explain model predictions. SageMaker Clarify can detect potential bias during data preparation, after model training, and in your deployed model. For instance, you can check for bias related to age in your dataset or in your trained model and receive a detailed report that quantifies different types of potential bias. SageMaker Clarify also includes feature importance scores that help you explain how your model makes predictions and produces explainability reports in bulk or real time through online explainability. You can use these reports to support customer or internal presentations or to identify potential issues with your model.
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    Reblaze

    Reblaze

    Reblaze

    Reblaze is the leading provider of cloud-native web application and API protection, providing a fully managed security platform. Reblaze’s all-in-one solution supports flexible deployment options (cloud, multi-cloud, hybrid, data center and service mesh), deployed in minutes and includes state-of-the-art Bot Management, API Security, next-gen WAF, DDoS protection, advanced rate limiting, session profiling, and more. Unprecedented real time traffic visibility as well as highly granular policies enables full control of your web traffic. Machine learning provides accurate, adaptive threat detection, while dedicated VPC deployment ensures maximum privacy, performance and protection while minimizing overhead costs. Reblaze customers include Fortune 500 companies and innovative organizations across the globe.
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    Salt

    Salt

    Salt Security

    The Salt Security API Security Platform protects APIs across their full lifecycle – build, deploy and runtime phases. Only Salt can capture and baseline all API traffic -- all calls and responses -- over days, weeks, even months. Salt uses this rich context to detect the reconnaissance activity of bad actors and block them before they can reach their objective. The Salt API Context Engine (ACE) architecture discovers all APIs, pinpoints and stops API attackers, and provides remediation insights learned during runtime to harden APIs. Only Salt applies cloud-scale big data to address API security challenges. Salt applies its AI and ML algorithms, which have been in the market for more than four years, to provide real-time analysis and correlation across billions of API calls. That level of context is essential for rich discovery, accurate data classification, and the ability to identify and stop “low and slow” API attacks, which occur over time. On prem solutions simply lack the data.
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    AppSecure Security

    AppSecure Security

    AppSecure Security

    Anticipate and prevent system attacks from the most sophisticated adversaries with AppSecure’s offensive security stance. Discover critical exploitable vulnerabilities and continuously patch them with our advanced security solutions. Continuously fortify your security posture and uncover concealed vulnerabilities from a hacker’s perspective. Evaluate the efficacy of your security team’s readiness posture, detection, and response measures to tenacious hacker attacks on your network’s susceptible pathways. Identify and redress the key security lapses with our balanced approach that tests your APIs in accordance with the OWASP paradigm, along with tailored test cases for preventing any recurrences. Pentest as a service offers continuous, expert-led security testing to identify and remediate vulnerabilities, enhancing your website’s defenses against evolving cyber threats and making it secure, compliant, and reliable.
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    Aiculus

    Aiculus

    Aiculus

    Aiculus uses Artificial Intelligence (AI) to detect and respond to API security threats across all your API traffic in real-time. Our insights into the latest API-related threats strengthen your organization’s defense-in-depth strategy even further. So when you partner with us, you’re not just securing your APIs, your customer data, and your reputation, you also gain the confidence to expand and innovate with APIs. It screens each call to determine anomalous patterns and threat indicators, and detect API credential theft, compromised accounts and authentication bypass attacks. API Protector inspects every API call for misuse. It uses AI techniques such as machine learning and deep learning to perform behavioral analytics, and provide adaptive risk assessments in real-time. If the risk is too high, the request is denied, and your systems stay secure. Your Aiculus dashboard shows calls, threats and risk analyses across all your APIs.
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    Valohai

    Valohai

    Valohai

    Models are temporary, pipelines are forever. Train, Evaluate, Deploy, Repeat. Valohai is the only MLOps platform that automates everything from data extraction to model deployment. Automate everything from data extraction to model deployment. Store every single model, experiment and artifact automatically. Deploy and monitor models in a managed Kubernetes cluster. Point to your code & data and hit run. Valohai launches workers, runs your experiments and shuts down the instances for you. Develop through notebooks, scripts or shared git projects in any language or framework. Expand endlessly through our open API. Automatically track each experiment and trace back from inference to the original training data. Everything fully auditable and shareable.
    Starting Price: $560 per month
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    Akamai API Security
    Akamai API Security is a vendor-neutral, platform-agnostic API threat protection solution that works across SaaS, on-premises, and hybrid environments, giving enterprises full visibility into their API estate regardless of where the APIs are deployed. It provides continuous API discovery and inventory, automated posture assessment of exposed APIs, runtime monitoring of API traffic (both north-south and east-west), behaviour analytics to detect anomalous or abusive API usage, and integrates with development workflows to test and remediate API-specific vulnerabilities earlier in the lifecycle. Key benefits include enabling teams to create a comprehensive inventory of APIs, identify and protect vulnerable endpoints, automate API security testing, and respond to API threats in real time, while integrating with existing gateways, WAFs, and infrastructure without requiring replacement of those tools.
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    Operant

    Operant

    Operant AI

    Operant AI shields every layer of modern applications, from Infra to APIs. Within minutes of a single-step deployment, Operant provides full-stack security visibility and runtime controls, blocking a wide range of common and critical attacks including data exfiltration, data poisoning, zero day vulns, lateral movement, cryptomining, prompt injection, and more. All with zero instrumentation, zero drift, and zero friction between Dev, Sec, and Ops. Operant's in-line runtime protection of all data-in-use, across every interaction from infra to APIs, brings a new level of defense to your cloud-native apps with zero instrumentation, zero application code changes and zero integrations.
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    Akto

    Akto

    Akto

    Akto is an open source API security in CI/CD platform. Key features of Akto include: 1. API Discovery 2. API Security Testing 3. Sensitive Data Exposure 4. API Security Posture Management 5. Authentication and Authorization 6. API Security in DevSecOps Akto helps developers and security teams secure APIs in their CI/CD by continuously discovering and testing APIs for vulnerabilities. Akto's pricing is transparent on website. Free tier is available. You can deploy both self-hosted and in cloud. It takes only few mins to deploy and see results. Akto can integrate with multiple traffic sources - Burpsuite, AWS, postman, GCP, gateways, etc.
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    Amazon EC2 Trn1 Instances
    Amazon Elastic Compute Cloud (EC2) Trn1 instances, powered by AWS Trainium chips, are purpose-built for high-performance deep learning training of generative AI models, including large language models and latent diffusion models. Trn1 instances offer up to 50% cost-to-train savings over other comparable Amazon EC2 instances. You can use Trn1 instances to train 100B+ parameter DL and generative AI models across a broad set of applications, such as text summarization, code generation, question answering, image and video generation, recommendation, and fraud detection. The AWS Neuron SDK helps developers train models on AWS Trainium (and deploy models on the AWS Inferentia chips). It integrates natively with frameworks such as PyTorch and TensorFlow so that you can continue using your existing code and workflows to train models on Trn1 instances.
    Starting Price: $1.34 per hour
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    Imperva API Security
    Imperva API Security protects your APIs with an automated positive security model, detecting vulnerabilities in your applications, and shielding them from exploitation. Organizations manage a minimum of 300 APIs on average. Imperva’s API Security amplifies your security posture by automatically generating a positive security model for every uploaded API swagger file. APIs are being churned out faster than security teams can review, influence, and sign off on before they’re pushed into production. Imperva’s API Security enables your teams to stay ahead of DevOps via automation. Imperva API Security empowers your approach with out-of-the-box security rules adjusted to your APIs. This ensures complete OWASP API coverage and promotes visibility for all security events per API endpoint. With API Security, simply upload the OpenAPI specification file that your DevOps team has created and Imperva will automatically build a positive security model.
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    Aero Ranger

    Aero Ranger

    Pixelcase Group

    Aero Ranger fixed camera and mobile vehicle kits automatically count vehicles in your jurisdictions, allowing you to gather accurate visitor data and measure asset utilization, capture daily tourism numbers, visitor dwell time, and more. Use the vehicle data captured incidentally by other members of your team to generate accurate traffic surveys. Keep your surveying team out of the flow of traffic by ditching the pneumatic tube counters and simply parking up on the roadside or deploying a simple pole-mounted camera for all your traffic counting needs. Flag a detected vehicle in the act of illegal dumping and receive automatic alerts the next time the vehicle is spotted anywhere by a fixed or mobile Aero Ranger system. Deploy discrete pole-mounted cameras in problem locations and capture rich vehicle data as evidence to crack down on illegal dumping and other antisocial behavior. Report on current patrol coverage and routes.
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    AWS Trainium

    AWS Trainium

    Amazon Web Services

    AWS Trainium is the second-generation Machine Learning (ML) accelerator that AWS purpose built for deep learning training of 100B+ parameter models. Each Amazon Elastic Compute Cloud (EC2) Trn1 instance deploys up to 16 AWS Trainium accelerators to deliver a high-performance, low-cost solution for deep learning (DL) training in the cloud. Although the use of deep learning is accelerating, many development teams are limited by fixed budgets, which puts a cap on the scope and frequency of training needed to improve their models and applications. Trainium-based EC2 Trn1 instances solve this challenge by delivering faster time to train while offering up to 50% cost-to-train savings over comparable Amazon EC2 instances.
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    GameChanger

    GameChanger

    GameChanger

    Mount a phone to the outside of the backstop fence using a mounting kit. It will keep your phone firmly positioned. The optimal position will cover third and first base in the field of view to capture all the action. Plug the phone into an external battery pack while it’s recording to eliminate the risk of your phone dying. Use a smartphone cover to protect your phone from the sun and inclement weather. Put your phone into 'do not disturb' mode to prevent the live stream from pausing when you receive a phone call. We recommend that you are connected to the internet via a stable WiFi connection. You can also use cellular data to stream, but please note that this may consume multiple GB of data. To avoid this, you may want to consider using a mobile hotspot. Streaming is a battery intensive operation for any phone. Your battery is going to drain. We recommend fully charging your phone prior to live streaming, and if possible, plugging your phone into an external battery.
    Starting Price: $4.99 per month
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    Tencent Cloud TI Platform
    Tencent Cloud TI Platform is a one-stop machine learning service platform designed for AI engineers. It empowers AI development throughout the entire process from data preprocessing to model building, model training, model evaluation, and model service. Preconfigured with diverse algorithm components, it supports multiple algorithm frameworks to adapt to different AI use cases. Tencent Cloud TI Platform delivers a one-stop machine learning experience that covers a complete and closed-loop workflow from data preprocessing to model building, model training, and model evaluation. With Tencent Cloud TI Platform, even AI beginners can have their models constructed automatically, making it much easier to complete the entire training process. Tencent Cloud TI Platform's auto-tuning tool can also further enhance the efficiency of parameter tuning. Tencent Cloud TI Platform allows CPU/GPU resources to elastically respond to different computing power needs with flexible billing modes.
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    Amazon EC2 P4 Instances
    Amazon EC2 P4d instances deliver high performance for machine learning training and high-performance computing applications in the cloud. Powered by NVIDIA A100 Tensor Core GPUs, they offer industry-leading throughput and low-latency networking, supporting 400 Gbps instance networking. P4d instances provide up to 60% lower cost to train ML models, with an average of 2.5x better performance for deep learning models compared to previous-generation P3 and P3dn instances. Deployed in hyperscale clusters called Amazon EC2 UltraClusters, P4d instances combine high-performance computing, networking, and storage, enabling users to scale from a few to thousands of NVIDIA A100 GPUs based on project needs. Researchers, data scientists, and developers can utilize P4d instances to train ML models for use cases such as natural language processing, object detection and classification, and recommendation engines, as well as to run HPC applications like pharmaceutical discovery and more.
    Starting Price: $11.57 per hour
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    Gen-3

    Gen-3

    Runway

    Gen-3 Alpha is the first of an upcoming series of models trained by Runway on a new infrastructure built for large-scale multimodal training. It is a major improvement in fidelity, consistency, and motion over Gen-2, and a step towards building General World Models. Trained jointly on videos and images, Gen-3 Alpha will power Runway's Text to Video, Image to Video and Text to Image tools, existing control modes such as Motion Brush, Advanced Camera Controls, Director Mode as well as upcoming tools for more fine-grained control over structure, style, and motion.
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    COPFTO

    COPFTO

    COPFTO

    We managed our agency’s field training program and trained through all the coaching model police field training and evaluation program courses so we knew exactly what to build into an electronic version of the field training program. COPFTO is the only electronic software system authorized by Coach Sok. If you use any other software, you are not properly following the Sokolove process. Our software not only collects and manages all your DORs, summaries, and results, we also supply your agency with analytical data including charts and graphs which visually display your recruit’s progress and provide you the critical information you need to make legally defensible decisions. Easily create weekly and step-five summaries. Electronic workflow and approvals. Everything is saved and available for instant review. Our software looks and feels the same on any device. COPFTO automatically calculates and fills in the name, dor, day, date, hours, step, week, and total training time.
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    Equixly

    Equixly

    Equixly

    Equixly aims to help developers and organizations create secure applications, increase their security posture, and spread knowledge of new vulnerabilities. Equixly makes available a SaaS platform that allows integrating the API security testing within the software development lifecycle (SLDC) to detect flaws, reduce bug-fixing costs and exponentially scale penetration testing upon every new functionality released. The platform can automatically perform several API attacks leveraging a novel machine learning (ML) algorithm trained over thousands of security tests. Then, Equixly returns near-real-time results and a predictive remediation plan that developers may use to fix their application issues autonomously. The Equixly advanced platform and its innovative security testing approach take an organization's API security maturity to the next level.
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    Intruder

    Intruder

    Intruder

    Intruder is an international cyber security company that helps organisations reduce their cyber exposure by providing an effortless vulnerability scanning solution. Intruder’s cloud-based vulnerability scanner discovers security weaknesses across your digital estate. Offering industry-leading security checks, continuous monitoring and an easy-to-use platform, Intruder keeps businesses of all sizes safe from hackers. Receive actionable results prioritised by context. Intruder interprets raw data received from leading scanning engines, so you can focus on the issues which truly matter, such as exposed databases.‍ Intruder's high-quality reports help you sail through customer security questionnaires, and make compliance audits like SOC2, ISO27001, and Cyber Essentials a breeze.
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    Amazon SageMaker Model Training
    Amazon SageMaker Model Training reduces the time and cost to train and tune machine learning (ML) models at scale without the need to manage infrastructure. You can take advantage of the highest-performing ML compute infrastructure currently available, and SageMaker can automatically scale infrastructure up or down, from one to thousands of GPUs. Since you pay only for what you use, you can manage your training costs more effectively. To train deep learning models faster, SageMaker distributed training libraries can automatically split large models and training datasets across AWS GPU instances, or you can use third-party libraries, such as DeepSpeed, Horovod, or Megatron. Efficiently manage system resources with a wide choice of GPUs and CPUs including P4d.24xl instances, which are the fastest training instances currently available in the cloud. Specify the location of data, indicate the type of SageMaker instances, and get started with a single click.
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    Amazon EC2 P5 Instances
    Amazon Elastic Compute Cloud (Amazon EC2) P5 instances, powered by NVIDIA H100 Tensor Core GPUs, and P5e and P5en instances powered by NVIDIA H200 Tensor Core GPUs deliver the highest performance in Amazon EC2 for deep learning and high-performance computing applications. They help you accelerate your time to solution by up to 4x compared to previous-generation GPU-based EC2 instances, and reduce the cost to train ML models by up to 40%. These instances help you iterate on your solutions at a faster pace and get to market more quickly. You can use P5, P5e, and P5en instances for training and deploying increasingly complex large language models and diffusion models powering the most demanding generative artificial intelligence applications. These applications include question-answering, code generation, video and image generation, and speech recognition. You can also use these instances to deploy demanding HPC applications at scale for pharmaceutical discovery.
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    Baidu AI Cloud Machine Learning (BML)
    Baidu AI Cloud Machine Learning (BML), an end-to-end machine learning platform designed for enterprises and AI developers, can accomplish one-stop data pre-processing, model training, and evaluation, and service deployments, among others. The Baidu AI Cloud AI development platform BML is an end-to-end AI development and deployment platform. Based on the BML, users can accomplish the one-stop data pre-processing, model training and evaluation, service deployment, and other works. The platform provides a high-performance cluster training environment, massive algorithm frameworks and model cases, as well as easy-to-operate prediction service tools. Thus, it allows users to focus on the model and algorithm and obtain excellent model and prediction results. The fully hosted interactive programming environment realizes the data processing and code debugging. The CPU instance supports users to install a third-party software library and customize the environment, ensuring flexibility.
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    AWS Neuron

    AWS Neuron

    Amazon Web Services

    It supports high-performance training on AWS Trainium-based Amazon Elastic Compute Cloud (Amazon EC2) Trn1 instances. For model deployment, it supports high-performance and low-latency inference on AWS Inferentia-based Amazon EC2 Inf1 instances and AWS Inferentia2-based Amazon EC2 Inf2 instances. With Neuron, you can use popular frameworks, such as TensorFlow and PyTorch, and optimally train and deploy machine learning (ML) models on Amazon EC2 Trn1, Inf1, and Inf2 instances with minimal code changes and without tie-in to vendor-specific solutions. AWS Neuron SDK, which supports Inferentia and Trainium accelerators, is natively integrated with PyTorch and TensorFlow. This integration ensures that you can continue using your existing workflows in these popular frameworks and get started with only a few lines of code changes. For distributed model training, the Neuron SDK supports libraries, such as Megatron-LM and PyTorch Fully Sharded Data Parallel (FSDP).
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    GPT-4

    GPT-4

    OpenAI

    GPT-4 (Generative Pre-trained Transformer 4) is a large-scale unsupervised language model, yet to be released by OpenAI. GPT-4 is the successor to GPT-3 and part of the GPT-n series of natural language processing models, and was trained on a dataset of 45TB of text to produce human-like text generation and understanding capabilities. Unlike most other NLP models, GPT-4 does not require additional training data for specific tasks. Instead, it can generate text or answer questions using only its own internally generated context as input. GPT-4 has been shown to be able to perform a wide variety of tasks without any task specific training data such as translation, summarization, question answering, sentiment analysis and more.
    Starting Price: $0.0200 per 1000 tokens
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    Imvision

    Imvision

    Imvision

    How enterprises secure their APIs. Protect your APIs wherever they are, throughout their lifecycle. Gain visibility across the board and deeply understand the business logic behind your APIs. Uncover endpoints, usage patterns, expected flows, and sensitive data exposure through full API payload data analysis. By analyzing the full API data, Imvision allows you to go beyond predefined rules in order to discover unknown vulnerabilities, prevent functional attacks, and automatically shift-left to outsmart attackers. Natural Language Processing (NLP) allows us to achieve high detection accuracy at scale while providing detailed explainability. It can effectively detect ‘Meaningful Anomalies’ when analyzing API data as language. Uncover the API functionality using NLP-based AI to model the complex data relations. Detect behavior sequences attempting to manipulate the logic, at any scale. Understand anomalies faster and in the context of the business logic.