FastGPT vs. Progress Agentic RAG Comparison


FastGPT	Progress Agentic RAG Progress Software	+	+
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		Related Products LM-Kit.NET LM-Kit.NET is a complete local AI runtime for .NET that lets engineering teams ship AI-powered features without cloud dependencies, per-token costs, or data leaving the network. Most .NET AI integrations stop at inference. LM-Kit.NET covers the full range of capabilities production applications actually need: agentic workflows with tool calling, planning, and memory; document intelligence with OCR and structured extraction; retrieval-augmented generation with built-in vector storage; multilingual speech-to-text; vision and multimodal understanding; text analysis with classification, NER, PII extraction, and sentiment; and text generation with translation, summarization, and constrained output. Ships in one NuGet package, runs in-process with no sidecar services, and works across all major hardware acceleration backends. Drop-in replacement for Semantic Kernel through its Microsoft.Extensions.AI compatibility layer. 29 Ratings Visit Website Gemini Enterprise Agent Platform Gemini Enterprise Agent Platform is a comprehensive solution from Google Cloud designed to help organizations build, scale, govern, and optimize AI agents. It represents the evolution of Vertex AI, combining advanced model development with new capabilities for agent orchestration and integration. The platform provides access to over 200 leading AI models, including Google’s Gemini series and third-party options like Anthropic’s Claude. It enables teams to create intelligent agents using both low-code and code-first development environments. With features like Agent Runtime and Memory Bank, businesses can deploy long-running agents that retain context and perform complex workflows. The platform emphasizes security and governance through tools like Agent Identity, Agent Registry, and Agent Gateway. It also includes optimization tools such as simulation, evaluation, and observability to ensure consistent agent performance. 1,161 Ratings Visit Website SearchUnify SearchUnify is an enterprise Agentic AI platform that unifies enterprise knowledge and powers autonomous AI agents across the customer support lifecycle. Built on SearchUnifyFRAG™ (Federated Retrieval Augmented Generation) and Agentic RAG, it delivers contextually accurate, real-time responses across self-service, agent-assisted, and automated support workflows. Its product suite includes Cognitive Search, SearchUnifyGPT™, SUVA (Virtual Assistant), Knowbler, and Agent Helper. The Agentic AI Suite deploys eight specialized AI Agents handling case resolution, case classification, escalation management, knowledge management, case quality auditing, and L2 technical workflow automation. SearchUnify supports BYOLLM, enabling LLM flexibility without vendor lock-in, and uses Model Context Protocol (MCP) for secure enterprise integrations. A built-in governance layer provides role-based access control, PII masking, and compliance with ISO 27001, HIPAA, and SOC 2. 150 Ratings Visit Website Google AI Studio Google AI Studio is a unified development platform that helps teams explore, build, and deploy applications using Google’s most advanced AI models. It brings text, image, audio, and video models together in one interactive playground. With vibe coding, developers can use natural language to quickly turn ideas into working AI applications. The platform reduces friction by generating functional apps that are ready for deployment with minimal setup. Built-in integrations like Google Search enhance real-world use cases. Google AI Studio also centralizes API key management, usage monitoring, and billing. It offers a fast, intuitive path from prompt to production powered by vibe coding workflows. 41 Ratings Visit Website Anaconda Anaconda is an AI-native development platform that helps teams move from experimentation to production with trusted open-source packages, governed environments, and production-grade orchestration. The platform provides a secure foundation for Python, data science, machine learning, and AI development across the full model lifecycle. Anaconda Core helps teams manage complex Python dependencies with validated packages, automated security scanning, and intelligent conflict resolution. The Anaconda Platform supports governed AI development so organizations can reduce broken environments, stalled deployments, and unmanaged open-source risk. Its trusted distribution is used by millions of users, developers, contributors, organizations, and Fortune 500 companies. Built for enterprise AI teams, Anaconda helps organizations accelerate open-source AI innovation while maintaining control, security, and governance. 625 Ratings Visit Website Serviceaide Serviceaide is a complete service management solution that can be implemented in weeks, not months, and intuitive to use. With low administration costs and quick implementation, you will see a real return on your investment. A flexible platform that works either on premise or in the cloud. Serviceaide is based on ITIL best practices and has been designed to be a comprehensive solution with all the components your team needs. You can choose the environment that best suits your technology, compliance, and infrastructure needs. Affordable and comprehensive, Serviceaide provides IT staff with the functions required to manage everything from ticketing to incident, change and asset management and more. Serviceaide includes a virtual agent, self-service portals and AI-based features to support analyst and end user productivity. Automate processes across technical workflows, services and business processes for business agility. 244 Ratings Visit Website Universal Knowledge Universal Knowledge by KPSOL is a SaaS Knowledge Management System that helps organizations capture, manage, and share trusted knowledge from a single source of truth. It combines powerful enterprise search, intuitive content authoring, collaborative workflows, and analytics to ensure employees and customer-facing teams can quickly find accurate, up-to-date information. In the age of AI, Knowledge Management is more important than ever. AI is only as effective as the quality of the knowledge it can access. Universal Knowledge provides the trusted, governed content needed to power reliable AI search, assistants and automation while reducing misinformation and improving compliance. Available as a standalone platform or integrated via comprehensive APIs, Universal Knowledge improves productivity, enhances customer experiences, and reduces operational costs. SaaS deployments are in the region customers choose, to maintain data sovereignty. 16 Ratings Visit Website Couchbase Couchbase’s operational data platform for AI is a scalable foundation for enterprise operational, analytical, mobile and AI workloads that replaces legacy infrastructure and data services. Bring your data to life in new ways with Couchbase’s enterprise data partnership: launch game-changing customer experiences, explore the infinite possibilities of AI, scale your global operations, and move your data from the cloud to the edge, and beyond. Couchbase’s operational data platform for AI eliminates fragmented tech stacks, so teams can stay innovative and agile, with less risk and lower cost of ownership. With enterprise partnership and scalable, AI-ready technology, Couchbase turns your data into the foundation for your next breakthrough. 417 Ratings Visit Website Runpod Runpod offers a cloud-based platform designed for running AI workloads, focusing on providing scalable, on-demand GPU resources to accelerate machine learning (ML) model training and inference. With its diverse selection of powerful GPUs like the NVIDIA A100, RTX 3090, and H100, Runpod supports a wide range of AI applications, from deep learning to data processing. The platform is designed to minimize startup time, providing near-instant access to GPU pods, and ensures scalability with autoscaling capabilities for real-time AI model deployment. Runpod also offers serverless functionality, job queuing, and real-time analytics, making it an ideal solution for businesses needing flexible, cost-effective GPU resources without the hassle of managing infrastructure. 230 Ratings Visit Website StackAI StackAI is an enterprise AI automation platform to build end-to-end internal tools and processes with AI agents in a fully compliant and secure way. Designed for large, regulated organizations, it enables teams to automate complex workflows across operations, compliance, finance, IT, and support without heavy engineering. With StackAI you can: • Connect knowledge bases (SharePoint, Confluence, Notion, Google Drive, databases) with versioning, citations, and access controls • Publish AI agents as chat assistants, advanced forms, or APIs integrated into Slack, Teams, Salesforce, HubSpot, or ServiceNow • Govern usage with enterprise security: SSO (Okta, Azure AD, Google), RBAC, audit logs, PII masking, data residency, and cost controls • Route across OpenAI, Anthropic, Google, or local LLMs with guardrails, evaluations, and testing • Deploy in multi-tenant cloud, dedicated cloud, private cloud, or on-premise 55 Ratings Visit Website
About FastGPT is a free, open source AI knowledge base platform that offers out-of-the-box data processing, model invocation, retrieval-augmented generation retrieval, and visual AI workflows, enabling users to easily build complex large language model applications. It allows the creation of domain-specific AI assistants by training models with imported documents or Q&A pairs, supporting various formats such as Word, PDF, Excel, Markdown, and web links. The platform automates data preprocessing tasks, including text preprocessing, vectorization, and QA segmentation, enhancing efficiency. FastGPT supports AI workflow orchestration through a visual drag-and-drop interface, facilitating the design of complex workflows that integrate tasks like database queries and inventory checks. It also offers seamless API integration with existing GPT applications and platforms like Discord, Slack, and Telegram using OpenAI-aligned APIs.	About Progress Agentic RAG is a SaaS Retrieval-Augmented Generation platform that automatically indexes, searches, and generates AI-powered insights from structured and unstructured business data, including documents, emails, video, slides, and more, by combining RAG with agentic workflows that reason, classify, summarize, and answer queries with traceable, verifiable results without requiring users to build and manage their own RAG infrastructure. Designed as a modular no-code RAG-as-a-Service solution, it accelerates AI readiness by letting organizations extract contextual intelligence and business knowledge using natural language queries and quality-driven output metrics while integrating with any leading Large Language Model (LLM) and supporting multilingual, multimodal content indexing and retrieval. Features include AI summarization and classification, generated Q&A from enterprise data, a Prompt Lab for validating LLM behavior with custom prompts.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Professional users and teams in need a solution to create customized AI-powered chatbots and knowledge base applications with minimal coding effort	Audience Developers, data teams, and enterprises searching for a tool to index, search, and generate trustworthy insights from unstructured data using retrieval-augmented generation with AI agents
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $0.37 per month Free Version Supported Free Trial Not Supported	Pricing $700 per month Free Version Not Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported
Company Information FastGPT tryfastgpt.ai/	Company Information Progress Software United States www.progress.com/agentic-rag
Alternatives Mixedbread	Alternatives Cohere Compass Cohere AI
RAGFlow	LM-Kit.NET LM-Kit
DenserAI	Cohere Embed Cohere
Entry Point AI	Byne
LM-Kit.NET LM-Kit View All	Vectorize View All
Categories AI Development Supported AI Knowledge Base Supported Retrieval-Augmented Generation (RAG) Supported	Categories Retrieval-Augmented Generation (RAG) Supported

Integrations OpenAI Supported Slack Supported Amazon Not Supported Claude Not Supported Claude Duet Not Supported Claude for Legal Not Supported Discord Supported Dropbox Not Supported GPT-4o Not Supported GPT-4o mini Not Supported Gemini 2.5 Flash Not Supported Google Drive Not Supported Jira Not Supported Microsoft Azure Not Supported Microsoft Excel Supported Microsoft SharePoint Not Supported Microsoft Word Supported Mistral AI Not Supported Telegram Supported Zendesk Not Supported Show More Integrations View All 7 Integrations	Integrations OpenAI Supported Slack Supported Amazon Supported Claude Supported Claude Duet Supported Claude for Legal Supported Discord Not Supported Dropbox Supported GPT-4o Supported GPT-4o mini Supported Gemini 2.5 Flash Supported Google Drive Supported Jira Supported Microsoft Azure Supported Microsoft Excel Not Supported Microsoft SharePoint Supported Microsoft Word Not Supported Mistral AI Supported Telegram Not Supported Zendesk Supported Show More Integrations View All 18 Integrations
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