Sahara AI vs. Katara

Completely managed machine learning tools facilitate the rapid construction, deployment, and scaling of ML models tailored for various applications. Vertex AI Workbench seamlessly integrates with BigQuery Dataproc and Spark, enabling users to create and execute ML models directly within BigQuery using standard SQL queries or spreadsheets; alternatively, datasets can be exported from BigQuery to Vertex AI Workbench for model execution. Additionally, Vertex Data Labeling offers a solution for generating precise labels that enhance data collection accuracy. Furthermore, the Vertex AI Agent Builder allows developers to craft and launch sophisticated generative AI applications suitable for enterprise needs, supporting both no-code and code-based development. This versatility enables users to build AI agents by using natural language prompts or by connecting to frameworks like LangChain and LlamaIndex, thereby broadening the scope of AI application development.

StackAI is an enterprise AI automation platform built to help organizations create end-to-end internal tools and processes with AI agents. Unlike point solutions or one-off chatbots, StackAI provides a single platform where enterprises can design, deploy, and govern AI workflows in a secure, compliant, and fully controlled environment. Using its visual workflow builder, teams can map entire processes — from data intake and enrichment to decision-making, reporting, and audit trails. Enterprise knowledge bases such as SharePoint, Confluence, Notion, Google Drive, and internal databases can be connected directly, with features for version control, citations, and permissioning to keep information reliable and protected. AI agents can be deployed in multiple ways: as a chat assistant embedded in daily workflows, an advanced form for structured document-heavy tasks, or an API endpoint connected into existing tools. StackAI integrates natively with Slack, Teams, Salesforce, HubSpot, ServiceNow, Airtable, and more. Security and compliance are embedded at every layer. The platform supports SSO (Okta, Azure AD, Google), role-based access control, audit logs, data residency, and PII masking. Enterprises can monitor usage, apply cost controls, and test workflows with guardrails and evaluations before production. StackAI also offers flexible model routing, enabling teams to choose between OpenAI, Anthropic, Google, or local LLMs, with advanced settings to fine-tune parameters and ensure consistent, accurate outputs. A growing template library speeds deployment with pre-built solutions for Contract Analysis, Support Desk Automation, RFP Response, Investment Memo Generation, and InfoSec Questionnaires. By replacing fragmented processes with secure, AI-driven workflows, StackAI helps enterprises cut manual work, accelerate decision-making, and empower non-technical teams to build automation that scales across the organization.

Sendbird offers advanced communication solutions that harness AI technology, featuring an AI-driven customer service agent, Chat API, and Business Messaging, enabling fluid interactions with customers across various channels such as mobile applications, websites, and social media platforms. The platform is compatible with multiple environments, including iOS, Android, JavaScript, Unity, and .NET, ensuring versatile integration for developers and businesses alike. This comprehensive approach allows companies to enhance their customer engagement strategies effectively. Sendbird’s AI-driven customer service platform is designed to empower businesses to provide proactive, omnichannel support through intelligent AI agents. These agents deliver instant, 24/7 assistance on mobile, web, social media, SMS, and email, enhancing customer satisfaction while reducing response times and costs. The platform offers a centralized hub for creating and managing AI agents, with built-in tools for testing, monitoring, and optimizing agent workflows. By connecting all customer interactions into one unified system, Sendbird enables businesses to make smarter decisions, scale support efforts, and enhance customer engagement.

Amazon Bedrock serves as a robust platform that simplifies the process of creating and scaling generative AI applications by providing access to a wide array of advanced foundation models (FMs) from leading AI firms like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon itself. Through a streamlined API, developers can delve into these models, tailor them using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and construct agents capable of interacting with various corporate systems and data repositories. As a serverless option, Amazon Bedrock alleviates the burdens associated with managing infrastructure, allowing for the seamless integration of generative AI features into applications while emphasizing security, privacy, and ethical AI standards. This platform not only accelerates innovation for developers but also significantly enhances the functionality of their applications, contributing to a more vibrant and evolving technology landscape. Moreover, the flexible nature of Bedrock encourages collaboration and experimentation, allowing teams to push the boundaries of what generative AI can achieve.

LM-Kit.NET serves as a comprehensive toolkit tailored for the seamless incorporation of generative AI into .NET applications, fully compatible with Windows, Linux, and macOS systems. This versatile platform empowers your C# and VB.NET projects, facilitating the development and management of dynamic AI agents with ease. Utilize efficient Small Language Models for on-device inference, which effectively lowers computational demands, minimizes latency, and enhances security by processing information locally. Discover the advantages of Retrieval-Augmented Generation (RAG) that improve both accuracy and relevance, while sophisticated AI agents streamline complex tasks and expedite the development process. With native SDKs that guarantee smooth integration and optimal performance across various platforms, LM-Kit.NET also offers extensive support for custom AI agent creation and multi-agent orchestration. This toolkit simplifies the stages of prototyping, deployment, and scaling, enabling you to create intelligent, rapid, and secure solutions that are relied upon by industry professionals globally, fostering innovation and efficiency in every project.

With the trust of over 25 million users globally, Jotform serves as a comprehensive platform that enhances data gathering, automates workflows, and facilitates online sales without requiring any coding skills. Utilizing Jotform’s intuitive drag-and-drop Form Builder, companies can easily design personalized forms and surveys to gather leads, contact details, payments, appointments, and e-signatures. Users can select from a library of more than 10,000 templates tailored for various purposes, such as feedback forms or event registrations, or opt to create their own unique forms from the ground up. The platform’s sophisticated features, including conditional logic, autoresponders, and compatibility with over 200 integrations, significantly optimize operational processes. Moreover, Jotform's AI-driven Agents provide immediate customer support by assisting users during the form submission journey, addressing inquiries, and ensuring a seamless experience, which minimizes the reliance on manual support. With the addition of Jotform’s Store Builder, businesses can establish an online storefront to market products, services, and subscriptions, as well as collect donations and process payments through a wide array of over 30 payment gateways. Furthermore, tools like the Approvals feature, PDF Editor, and Report Builder empower organizations to convert gathered data into insightful actions and streamline workflows for enhanced productivity. This multifaceted approach makes Jotform a vital resource for businesses seeking to improve their operational efficiency and customer engagement.

Our advanced AI functions as an unparalleled agent, expertly equipped to address inquiries and assist customers throughout their entire experience, available around the clock. This solution is not only economical and efficient but also brings immediate domain knowledge and seamless integration capabilities. The conversational AI from Enterprise Bot excels in comprehending and replying to user inquiries across various languages. With its extensive domain expertise, it achieves remarkable accuracy and accelerates time-to-market significantly. We provide automation solutions that seamlessly connect with essential systems, catering to sectors such as commercial or retail banking, asset management, and wealth management. Customers can easily monitor trade statuses, settle credit card bills, extend offers, and much more. By simplifying responses to intricate questions regarding insurance products, we enable enhanced sales and cross-selling opportunities. Our intelligent flows facilitate the quick reporting of claims, streamlining the claims process for users. Additionally, our AI interface empowers customers to inquire about ticketing, reserve tickets, check train schedules, and share their feedback in a user-friendly manner. This comprehensive support ensures that every aspect of the customer journey is smooth and efficient.

RunMyJobs by Redwood stands out as the only one that is SAP Endorsed and included in the SAP with RISE reference architecture. As the leading SAP-certified SaaS workload automation platform, enabling organizations to seamlessly automate their entire IT processes and integrate complex workflows across any application, system, or environment without restrictions while ensuring high availability as they grow. Recognized as the top choice for SAP customers, it offers effortless integration with S/4HANA, BTP, RISE, ECC, and additional platforms, all while preserving a clean core architecture. Teams are empowered through a user-friendly low-code editor and an extensive library of templates, facilitating smooth integration with both current and emerging technology stacks. Users can monitor their processes in real-time, benefiting from predictive SLA management and receiving timely notifications via email or SMS regarding any performance issues or delays that may arise. The Redwood team is committed to providing round-the-clock global support with industry-leading SLAs and rapid response times of just 15 minutes, alongside a well-established migration strategy that guarantees uninterrupted operations, including team training and on-demand learning resources to ensure success. Furthermore, Redwood's dedication to customer satisfaction ensures that businesses can focus on innovation while relying on robust support and automation solutions.

Square 9's advanced AI-driven platform revolutionizes information management by eliminating the need for paper, streamlining tasks with automated digital workflows that enhance productivity. It simplifies operations by capturing data from scanned documents or PDFs, organizing files in an easily searchable database, and creating digital replicas of existing processes using visual workflow designs. This innovative approach not only saves time but also increases efficiency in everyday tasks.

Process Street is the Compliance Operations Platform that helps fast-moving teams in regulated industries enforce standards, automate execution, and prove compliance with confidence. It brings document control, workflow automation, and real-time oversight into one unified platform so policies are not just written, they are followed and verified. With Process Street, teams can create version-controlled SOPs and policies using Pages, link them directly to automated workflows, and ensure every task, approval, and data point is tracked with audit-ready logs. Cora, the AI compliance agent, monitors execution in real time, flags issues, and recommends improvements, turning manual oversight into continuous control. Whether you need to onboard employees, prepare for audits, manage policy changes, or enforce vendor compliance, Process Street gives you the tools to do it faster and without the risk of missed steps or tribal execution. Automate form collection, task assignments, escalations, and approvals with no code. Keep teams aligned, even as you scale. Used across financial services, real estate, healthcare, and manufacturing, Process Street supports compliance with standards like ISO 9001, SOC 2, SOX, HIPAA, and FDA CFR Part 11. Thousands of teams at companies like Salesforce, Colliers, Hartford Healthcare, and Drift use Process Street to reduce audit prep time, streamline training, and build systems that run without micromanagement. Every workflow is structured. Every policy is enforced. Every action is proven. With native integrations, role-based access, automated evidence capture, and AI-powered insights, Process Street replaces checklists, spreadsheets, and siloed tools with a closed-loop system of control. If you run high-stakes processes and need to stay compliant without slowing down, Process Street is built for you.