AI SDK Agent Platform
New
Build and deploy RAG agents: create, configure, and deploy AI agents with custom knowledge bases. Upload documents, scrape websites, and build vector embeddings with pgvector.
Features
Multi-Model AI Support
Support for 50+ AI models including OpenAI (GPT-5, GPT-5.1, GPT-4o, GPT-4o Mini), Anthropic (Claude Opus 4.1, Claude Sonnet 4.5, Claude Haiku 4.5), Google (Gemini 2.5 Pro, Gemini 2.5 Flash, Gemini 2.0 Flash), and more. Unified API via AI SDK Gateway with easy model switching.
RAG & Knowledge Bases
Upload documents (PDF, DOCX, TXT, MD, HTML) up to 10MB each. Automatic text extraction, semantic chunking, and vector embeddings with OpenAI. Store embeddings in pgvector (HNSW index) for fast similarity search. Configure topK retrieval, similarity thresholds, and chunking strategies.
Vercel Workflows & Async Processing
Leverage Vercel Workflows (Workflow Development Kit) for asynchronous background processing. Document ingestion and URL crawling run as non-blocking workflows: parse → chunk → embed → store. Users can continue working while documents process in the background. Built-in retry logic, error handling, and step-by-step execution tracking.
Multi-Tenant Organizations
Organization-based multi-tenancy with role-based permissions (owner, admin, member). Agents scoped to organizations with public agent support. Workspace management, team invitations, and organization isolation. Auto-assignment of users to active agents.
Agent Management
Create agents via 7-step wizard: basic info, model selection, system prompts, RAG configuration, knowledge base setup, advanced settings, and review. Configure temperature, max tokens, topP, topK, penalties, stop sequences, and tool choices. Agent lifecycle: draft → active → archived.
Tool Integration
Built-in tools including Exa search (URL search, Wikipedia, Reddit, News, URL content retrieval), Cheerio web scraping, and RAG retrieval for enhanced agent capabilities. Configurable tool selection per agent with tool choice controls.
Document & URL Sources
Upload multiple documents with progress tracking. Scrape websites via URL with crawl, sitemap, or individual modes. Add Q&A pairs and text snippets. Manage document sources with status tracking (processing/ready/error). Automatic re-indexing and cleanup.
Agent Playground
Test agents before activation with live playground. Configure UI settings (colors, welcome messages, suggested questions), preview chat interface, and validate agent behavior. Save settings and test different configurations.
Admin Dashboard
Admin control panel for managing agents, monitoring usage, tracking analytics, and controlling agent lifecycle. Auto-promote first user to admin via setup script. Global admin access across all organizations. Agent status control and workspace management.
Vector Search & Embeddings
pgvector integration with HNSW indexing for fast similarity search. OpenAI text-embedding-3-small/large embeddings. Configurable chunking strategies (semantic, simple) with overlap control. Similarity threshold filtering and topK retrieval.