Find and compare the best Artificial Intelligence software for MongoDB Atlas in 2026
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Use the comparison tool below to compare the top Artificial Intelligence software for MongoDB Atlas on the market. You can filter results by user reviews, pricing, features, platform, region, support options, integrations, and more.
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Google Cloud Platform
Google
Free ($300 in free credits) 60,933 RatingsThe Google Cloud Platform (GCP) offers a comprehensive collection of Artificial Intelligence (AI) and machine learning resources aimed at simplifying data analysis processes. It features a range of pre-trained models and APIs, including Vision AI, Natural Language, and AutoML, enabling businesses to effortlessly integrate AI into their applications without needing extensive knowledge of the subject. New users are also granted $300 in complimentary credits to experiment with, test, and implement workloads, allowing them to investigate the platform's AI functionalities and develop sophisticated machine learning applications without any upfront investment. GCP’s AI offerings are designed to work harmoniously with other services, facilitating the creation of complete machine learning workflows from data management to model deployment. Moreover, these tools are built for scalability, empowering organizations to explore AI and expand their AI-driven solutions as their requirements evolve. With these capabilities, companies can swiftly adopt AI for a variety of applications, including predictive analysis and automation. -
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The HiveMQ Platform provides a scalable, reliable data backbone with an event-driven MQTT architecture. Here are a few highlights: 1. MQTT Broker: At the heart of the HiveMQ platform is a fully MQTT-compliant broker purpose-built for fast, reliable, bi-directional data movement between IoT devices and enterprise systems. 2. Edge Data Integration: HiveMQ Edge seamlessly integrates edge data by converting industrial protocols into standardized MQTT, enabling an interoperable IIoT infrastructure. 3. IoT Streaming Governance: Data Hub transforms data in flight, passing only the most relevant, contextualized data to cloud and enterprise systems. 4. UNS & IT/OT convergence Enabler: Commonly used as the backbone for Unified Namespace architectures and seamlessly connects OT devices with IT systems for full visibility and interoperability. 5. Distributed Data Intelligence: HiveMQ Pulse unifies and contextualizes data across the enterprise for smarter decisions exactly where they matter most. 6. Maximum Interoperability: Runs anywhere on-premises or in public or private clouds. Efficiently connects to streaming applications, databases and data lakes with a Java SDK to build your own 7. Scalability to Support Growth: Elastic scaling with automatic data balancing and smart message distribution. Proven benchmark of up to 200M active clients with 1.8B messages/hour 8. Business Critical Reliability: Zero message loss with persistence to disk and offline queuing. No single point of failure due to masterless cluster architecture and zero downtime upgrades
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Microsoft Azure
Microsoft
20 RatingsMicrosoft Azure serves as a versatile cloud computing platform that facilitates swift and secure development, testing, and management of applications. With Azure, you can innovate purposefully, transforming your concepts into actionable solutions through access to over 100 services that enable you to build, deploy, and manage applications in various environments—be it in the cloud, on-premises, or at the edge—utilizing your preferred tools and frameworks. The continuous advancements from Microsoft empower your current development needs while also aligning with your future product aspirations. Committed to open-source principles and accommodating all programming languages and frameworks, Azure allows you the freedom to build in your desired manner and deploy wherever it suits you best. Whether you're operating on-premises, in the cloud, or at the edge, Azure is ready to adapt to your current setup. Additionally, it offers services tailored for hybrid cloud environments, enabling seamless integration and management. Security is a foundational aspect, reinforced by a team of experts and proactive compliance measures that are trusted by enterprises, governments, and startups alike. Ultimately, Azure represents a reliable cloud solution, backed by impressive performance metrics that validate its trustworthiness. This platform not only meets your needs today but also equips you for the evolving challenges of tomorrow. -
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AWS is the leading provider of cloud computing, delivering over 200 fully featured services to organizations worldwide. Its offerings cover everything from infrastructure—such as compute, storage, and networking—to advanced technologies like artificial intelligence, machine learning, and agentic AI. Businesses use AWS to modernize legacy systems, run high-performance workloads, and build scalable, secure applications. Core services like Amazon EC2, Amazon S3, and Amazon DynamoDB provide foundational capabilities, while advanced solutions like SageMaker and AWS Transform enable AI-driven transformation. The platform is supported by a global infrastructure that includes 38 regions, 120 availability zones, and 400+ edge locations, ensuring low latency and high reliability. AWS integrates with leading enterprise tools, developer SDKs, and partner ecosystems, giving teams the flexibility to adopt cloud at their own pace. Its training and certification programs help individuals and companies grow cloud expertise with industry-recognized credentials. With its unmatched breadth, depth, and proven track record, AWS empowers organizations to innovate and compete in the digital-first economy.
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Augment Code
Augment Code
$50 per developer per month 2 RatingsAugment Code is an AI agent built to enhance the coding experience for software engineers working with large and complex codebases. It integrates effortlessly into IDEs like Visual Studio Code, IntelliJ IDEA, Node, and Vim, offering a suite of tools for SDK migration, code refactoring, and code documentation. By leveraging machine learning, Augment Code automatically adapts to a developer’s style and memory, improving the quality of code generation and ensuring consistency across multiple repos. The platform is compatible with over 100 native and MCP tools, enabling engineers to debug, explain, and refine code in their familiar environments without needing to switch tools. Augment Code's deep integration with popular collaboration platforms like GitHub and Slack further streamlines workflows, making it easier for teams to collaborate and maintain high-quality code. Trusted by leading software teams, Augment Code helps developers write code like senior engineers, boosting productivity and reducing the complexity of large projects. -
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PromptX offers a unified enterprise knowledge system that consolidates data from SharePoint, Google Drive, email, cloud storage, and legacy systems into one accessible platform. Leveraging AI-powered search capabilities, users can ask natural, conversational questions and instantly get context-rich, verifiable answers that drive faster decision-making. The system auto-ingests diverse unstructured data—including files, emails, and URLs—and converts them into Knowledge Cards through advanced semantic tagging and entity recognition. PromptX also includes adaptive prompts, split-chat pathways, collaborative workspaces, and intelligent agent automations that streamline complex workflows. Designed for deployment across any cloud or hybrid infrastructure, PromptX easily integrates with a variety of large language models (LLMs) and external search engines to extend its functionality. The platform scales effortlessly for enterprises of any size while maintaining stringent security measures such as granular permissions, single sign-on (SSO), audit trails, and AI governance. Its flexible architecture supports robust data management and compliance requirements. Overall, PromptX empowers organizations to harness their collective knowledge efficiently and securely.
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Rinalogy Search
Rinalogy
$50 per monthNearly every search query related to Big Data yields an overwhelming number of results, making it nearly unmanageable to sift through them effectively. Individual users possess distinct requirements, and relying solely on user queries alongside broad data statistics often fails to yield valuable outcomes. Fields such as eDiscovery, healthcare, finance, law enforcement, consulting, and academia require the capability to swiftly locate precise information. Rinalogy Search is an advanced search solution that employs machine learning to adaptively learn from each user, delivering personalized results informed by real-time user feedback. It provides relevancy scores for each document retrieved in response to a query, enhancing the search experience. Furthermore, Rinalogy Search can be integrated into clients' IT systems, ensuring proximity to data while maintaining security through firewall protection. Users can also prioritize search concepts by assigning them weights, facilitating a more targeted approach to finding the information they need. This innovative tool empowers users to navigate complex datasets with greater efficiency and accuracy than ever before. -
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LLMWare.ai
LLMWare.ai
FreeOur research initiatives in the open-source realm concentrate on developing innovative middleware and software designed to surround and unify large language models (LLMs), alongside creating high-quality enterprise models aimed at automation, all of which are accessible through Hugging Face. LLMWare offers a well-structured, integrated, and efficient development framework within an open system, serving as a solid groundwork for crafting LLM-based applications tailored for AI Agent workflows, Retrieval Augmented Generation (RAG), and a variety of other applications, while also including essential components that enable developers to begin their projects immediately. The framework has been meticulously constructed from the ground up to address the intricate requirements of data-sensitive enterprise applications. You can either utilize our pre-built specialized LLMs tailored to your sector or opt for a customized solution, where we fine-tune an LLM to meet specific use cases and domains. With a comprehensive AI framework, specialized models, and seamless implementation, we deliver a holistic solution that caters to a broad range of enterprise needs. This ensures that no matter your industry, we have the tools and expertise to support your innovative projects effectively. -
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Collate
Collate
FreeCollate is a metadata platform powered by AI that equips data teams with automated tools for discovery, observability, quality, and governance, utilizing agent-based workflows for efficiency. It is constructed on the foundation of OpenMetadata and features a cohesive metadata graph, providing over 90 seamless connectors for gathering metadata from various sources like databases, data warehouses, BI tools, and data pipelines. This platform not only offers detailed column-level lineage and data profiling but also implements no-code quality tests to ensure data integrity. The AI agents play a crucial role in streamlining processes such as data discovery, permission-sensitive querying, alert notifications, and incident management workflows on a large scale. Furthermore, the platform includes real-time dashboards, interactive analyses, and a shared business glossary that cater to both technical and non-technical users, facilitating the management of high-quality data assets. Additionally, its continuous monitoring and governance automation help uphold compliance with regulations such as GDPR and CCPA, which significantly minimizes the time taken to resolve data-related issues and reduces the overall cost of ownership. This comprehensive approach to data management not only enhances operational efficiency but also fosters a culture of data stewardship across the organization. -
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OrcaSheets
OrcaSheets
$0OrcaSheets is a high-performance analytics platform that turns a desktop computer into a powerful data analysis engine. Designed for teams that want the flexibility of spreadsheets without the limitations of traditional tools, OrcaSheets allows users to connect to databases, data warehouses, flat files, and APIs in one unified workspace. Instead of exporting data into multiple spreadsheets, teams can analyze live data directly from their sources, ensuring everyone works from the same consistent dataset. The platform supports billions of rows and performs queries locally on available hardware, enabling fast analysis without waiting for cloud processing queues. Users can interact with data using natural language questions for quick exploration, while advanced users can write SQL queries for deeper control. OrcaSheets also allows teams to save queries and workflows as reusable templates so analyses can be repeated without writing code again. With connectors for databases, data lakes, and common file formats, the platform integrates easily into existing data stacks. By combining the familiarity of spreadsheets with the scalability of modern analytics engines, OrcaSheets enables finance, operations, and growth teams to analyze data faster and make more informed decisions. -
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Fleece AI
Fleece AI
$39/month/ user Fleece AI serves as a collaborative AI workspace designed to facilitate effortless workflow automation without requiring any coding skills. It leverages autonomous AI agents to streamline tasks by integrating over 3,000 applications. By simply describing tasks in straightforward terms, these AI agents can link different applications, create workflow maps, and carry out complete automation processes from start to finish. Users can construct hierarchical teams of agents that reflect the structure of real organizations: a lead agent can delegate tasks to specialized sub-agents, gather their outputs, and provide final results—all without the need for supervision. This powerful tool can be utilized for various applications, such as managing email, updating customer relationship management systems, generating reports, processing invoices, and synchronizing data across different applications. In essence, Fleece AI transforms complex automation into a simple, efficient process that enhances productivity across numerous tasks. -
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Bloomreach
Bloomreach
Bloomreach transforms the e-commerce landscape through personalization. Its innovative data engine consolidates real-time information about customers and products, enabling businesses to gain insights into true customer desires. By linking this insight across various channels, the e-commerce experience becomes boundless, adapting to customers’ evolving preferences as they shop. Powered by Loomi, Bloomreach's AI platform for e-commerce, this approach opens up countless new avenues for making purchases. The suite of Bloomreach products encompasses Engagement, a marketing automation tool; Discovery, an advanced e-commerce search solution; Content, a headless content management system; and Clarity, which offers AI-driven conversational shopping experiences. With numerous AI patents to its name, the company caters to a diverse array of global brands, including Williams-Sonoma, Bosch, Puma, and Marks & Spencer, illustrating its broad market impact. This comprehensive approach ensures that businesses remain competitive in a rapidly changing digital marketplace. -
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Quickwork
Quickwork
$20 per monthQuickwork is used by enterprises to create simple and complex workflows. It also allows them to create and publish APIs that are secure, and to manage conversational interactions between employees, customers, and partners. This helps to provide an excellent user experience. Quickwork is an all-in one platform that provides the tools and services needed to build powerful and scalable integrations. It also offers serverless APIs and conversational experiences. Drag and drop applications to create powerful integrations. No need to write a line of code. You can choose from 1000s of apps for business, consumer, analytics, messaging and IoT. Quickwork's API Management allows you to convert any workflow into an REST API in a single click. Our serverless infrastructure allows you to scale your APIs elastically and securely. Create and manage real-time messaging and conversational workflows across multiple channels with human agents, IoT devices, and chatbots. -
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AWS Marketplace
Amazon
AWS Marketplace serves as a carefully organized digital platform that allows users to explore, buy, implement, and oversee third-party software, data products, AI agents, and services seamlessly within the AWS environment. This marketplace offers a vast array of options spanning various categories, including security, machine learning, business applications, and DevOps tools. By featuring adaptable pricing structures like pay-as-you-go, annual subscriptions, and free trials, AWS Marketplace makes it easier for customers to manage procurement and billing by consolidating expenses into a single AWS invoice. Additionally, it facilitates quick deployment of pre-configured software that can be easily launched on AWS infrastructure. This efficient model not only empowers businesses to spur innovation and reduce time-to-market but also enhances their ability to control software utilization and costs effectively. Ultimately, AWS Marketplace stands as an essential tool for organizations looking to optimize their software management and procurement processes. -
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Secuvy AI
Secuvy
Secuvy, a next-generation cloud platform, automates data security, privacy compliance, and governance via AI-driven workflows. Unstructured data is treated with the best data intelligence. Secuvy, a next-generation cloud platform that automates data security, privacy compliance, and governance via AI-driven workflows is called Secuvy. Unstructured data is treated with the best data intelligence. Automated data discovery, customizable subjects access requests, user validations and data maps & workflows to comply with privacy regulations such as the ccpa or gdpr. Data intelligence is used to locate sensitive and private information in multiple data stores, both in motion and at rest. Our mission is to assist organizations in protecting their brand, automating processes, and improving customer trust in a world that is rapidly changing. We want to reduce human effort, costs and errors in handling sensitive data. -
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Blink
Blink Ops
Blink serves as a powerful ROI enhancer for security teams and business executives aiming to efficiently secure an extensive range of scenarios. It provides comprehensive visibility and coverage of alerts throughout your organization and security infrastructure. By leveraging automated processes, it minimizes noise and decreases the incidence of false alarms in alerts. Additionally, it scans for attacks while proactively detecting insider threats and vulnerabilities. Users can establish automated workflows that incorporate pertinent context, simplify communication, and shorten mean time to resolution (MTTR). Alerts can be acted upon to bolster your cloud security posture through no-code automation and generative AI. The platform also facilitates shift-left access requests, streamlines approval processes, and allows developers to work without hindrance, all while ensuring application security. Furthermore, it enables ongoing monitoring of applications for compliance with SOC2, ISO, GDPR, and other standards, helping to enforce necessary controls. This comprehensive approach not only improves security but also enhances operational efficiency across the board. -
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Refold
Refold AI
Refold.ai is a full-stack AI integration platform that solves enterprise integration challenges by automating workflow creation, data mapping, and testing across hybrid environments. It enables software teams to build complex multi-step workflows and manage legacy systems such as SAP, Oracle Fusion, and Workday Finance with ease. Its unique memory graph technology anticipates API version conflicts and endpoint failures while offering real-time adaptation and self-healing workflows. Refold’s marketplace supports instant integration with 100+ enterprise applications, complemented by seamless authentication, audit trails, and observability features. The platform can be deployed on cloud, self-hosted, or within customer environments, supporting major cloud providers and air-gapped networks. Refold accelerates integration delivery, helping teams reduce delays, improve scalability, and win enterprise deals faster. Use cases include solution engineering to build demos, professional services to speed delivery, product teams to embed integrations, and AI teams powering internal agents. With certifications like SOC 2, ISO 27001, GDPR, and HIPAA compliance, Refold ensures enterprise-grade security. -
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voyage-4-large
Voyage AI
The Voyage 4 model family from Voyage AI represents an advanced era of text embedding models, crafted to yield superior semantic vectors through an innovative shared embedding space that allows various models in the lineup to create compatible embeddings, thereby enabling developers to seamlessly combine models for both document and query embedding, ultimately enhancing accuracy while managing latency and cost considerations. This family features voyage-4-large, the flagship model that employs a mixture-of-experts architecture, achieving cutting-edge retrieval accuracy with approximately 40% reduced serving costs compared to similar dense models; voyage-4, which strikes a balance between quality and efficiency; voyage-4-lite, which delivers high-quality embeddings with fewer parameters and reduced compute expenses; and the open-weight voyage-4-nano, which is particularly suited for local development and prototyping, available under an Apache 2.0 license. The interoperability of these four models, all functioning within the same shared embedding space, facilitates the use of interchangeable embeddings, paving the way for innovative asymmetric retrieval strategies that can significantly enhance performance across various applications. By leveraging this cohesive design, developers gain access to a versatile toolkit that can be tailored to meet diverse project needs, making the Voyage 4 family a compelling choice in the evolving landscape of AI-driven solutions.
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