# lamatic.ai > AI-optimized mirror of lamatic.ai containing 50 pages totalling 27,018 words of clean markdown content, structured data, and semantic HTML. Original source: https://lamatic.ai/. Last updated: 2026-05-01T12:34:25.532Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [Turn Domain Expertise into Reliable AI Agents](/site-root.html): Turn domain expertise into reliable agentic apps. Launch 10x faster with pre-built AI workflows, visual builder, and serverless infrastructure. Start free. (1,209 words) ## Articles & Blog Posts - [docs/flows/editor/index.html](/docs/flows/editor/index.html) (1 words) - [docs/flows/index.html](/docs/flows/index.html) (1 words) - [Contributing to Lamatic.ai Documentation](/docs/contributing/index.html): Contributing to Lamatic.ai Documentation (895 words) - [Contribute to Lamatic Open Source – Hacktoberfest 2025](/docs/hacktoberfest/index.html): Contribute to Lamatic open source during Hacktoberfest 2025 with curated repos, contribution ideas, and submission guidelines. (965 words) - [Flow Config (YAML Format)](/docs/flows/flow-config/index.html): Flow Config (777 words) - [Prompt IDE](/docs/ide/prompt-ide/index.html): Prompt IDE Inside lamatic.ai studio (733 words) - [Multi Modal Agent](/docs/agents/multi-modal-agent/index.html): The Multi Modal Agent in Lamatic.ai generates images and text content programmatically using AI models like GPT-4-Turbo. (641 words) - [Feedback API](/docs/feedback-api/index.html): Collect feedback from any flows, specifically GraphQL APIs, to improve your AI applications. (665 words) - [Environments in Lamatic AI](/docs/environment/index.html): Create and manage different environments for your flows using branching and merging in Lamatic AI. (636 words) - [Quickstart Guide](/docs/get-started/index.html): Quickly get your first project off the ground with Lamatic., (833 words) - [JSON Agent](/docs/agents/json-agent/index.html): Get structured JSON from an LLM with a schema. Use it when you need a fixed output shape for APIs, pipelines, or reports. (581 words) - [LLM Prompting Techniques](/docs/concepts/llm-prompting/index.html): Learn effective prompting techniques to get the most out of Large Language Models with practical examples and best practices. (933 words) - [Context in Lamatic](/docs/context/index.html): Context in Lamatic Studio (882 words) - [Architecture](/docs/ai-middleware/architecture/index.html): How does Lamatic work? (735 words) - [Flow AI Assistant](/docs/flows/flow-assistant/index.html): Flow AI Assistant in Lamatic Studio (796 words) - [Career at Lamatic](/docs/career/index.html): Opportunities at Lamatic, Airtable is a low-code platform for building collaborative apps. Customize your workflow, collaborate, and achieve ambitious outcomes. Get started for free. (492 words) - [Overview](/docs/index.html): Lamatic is a collaborative GenOps platform. It helps cross-functional product teams build and deploy GenAI faster and better. (357 words) - [Understanding Variables in Node-Based Systems](/docs/flows/variables/index.html): Variables in Lamatic Studio (526 words) - [AI Middleware](/docs/ai-middleware/index.html): Lamatic AI as a GenAI middleware solution - easy to implement and deploy (816 words) - [Lamatic.ai built in Vector Store](/docs/context/vectordb/index.html): Vector Store in Lamatic Studio (705 words) - [Text Agent](/docs/agents/text-agent/index.html): The Text Agent in Lamatic.ai generates dynamic text outputs using customizable prompts and LLM models. (698 words) - [Pick the plan and turn your idea into a flow today](/pricing/index.html): Choose the right plan for your AI project. Start free with 3K requests/month or scale to enterprise. Visual builder, 300+ models, unlimited flows. (622 words) - [Code IDE](/docs/ide/code-ide/index.html): Code IDE Inside Lamatic Studio (489 words) - [security/index.html](/security/index.html) (1 words) - [Nodes in Lamatic](/docs/flows/nodes/index.html): Learn about nodes in Lamatic flows - the fundamental building blocks that process and transform data in your workflows. (499 words) - [What is Retrieval-Augmented Generation (RAG)?](/docs/concepts/rag/index.html): Retrieval-Augmented Generation (RAG) is an AI framework that enhances the performance of Large Language Models (LLMs) by integrating external information retrieval mechanisms. (600 words) - [Edge Deployment](/docs/deployments/index.html): Edge Deployment in Lamatic.ai (828 words) - [Node Configuration](/docs/flows/node-config/index.html): Node Configuration for node (522 words) - [Lamatic Agents](/docs/agents/index.html): Agents in Lamatic.ai Studio (469 words) - [AgentKits](/agentkits/index.html): Deploy powerful AI agents with pre-built kits, seamless integrations, and enterprise-grade security. From customer support to workflow automation - build the future of AI-powered business. (673 words) - [**Mapping and Ingesting Data into Weaviate**](/docs/context/vectordb/adding-data/index.html): Learn how to map your data into a Weaviate schema and ingest it into Lamatic’s vector store for search and retrieval. (477 words) - [To Support Cutting Edge AI Applications with Elegant Simplicity](/about-us/index.html): Meet the team building Lamatic's end-to-end GenAI platform. Launch 10x faster, save $30k/year per project. Trusted by 1500+ AI founders and builders. (439 words) - [GraphQL IDE](/docs/ide/graphql-ide/index.html): Lamatic Studio (148 words) - [Interfaces for Integrating AI Features](/docs/interface/index.html): Connect to Lamatic platform using Interfaces (351 words) - [Sticky Notes in Lamatic Flows](/docs/flows/sticky-notes/index.html): Sticky notes for enhanced workflow organization in Lamatic AI. (221 words) - [Supervisor Agent](/docs/agents/supervisor-agent/index.html): The Supervisor Agent in Lamatic.ai orchestrates multi-agent flow by collecting input, maintaining memory, and coordinating execution paths. (961 words) - [Memory Store](/docs/context/memory-store/index.html): Store and retrieve long-term contextual memory for your Lamatic.ai apps, scoped to users and sessions. (216 words) - [Deliver AI apps and agents with unbeatable performance](/product/optimize/index.html): Deploy AI apps with confidence. Get instant edge deployment, real-time logs, predictive insights, and sub-150ms latency. Monitor performance and optimize costs. (497 words) - [Scale faster, safer, and smarter](/product/deploy/index.html): Scale GenAI apps globally with Lamatic's serverless middleware. Instant edge deployment, secure MCP integration, and zero DevOps overhead. (724 words) - [Caching](/docs/deployments/cache/index.html): Cache Management in Lamatic.ai (420 words) - [IDE (Integrated Development Environment) in Lamatic](/docs/ide/index.html): IDE Inside lamatic.ai studio (99 words) - [Build GenAI apps faster, easier, and cheaper.](/product/build/index.html): Design, test, and deploy GenAI-powered apps with Lamatic's visual builder. Low-code flexibility, real-time debugging, and AI assistants for rapid development. (551 words) - [Request a Demo](/docs/demo/index.html): Request a demo of Lamatic.ai to see how our platform can help you build and deploy GenAI applications., Made with Fillout Scheduling. Book meetings on your calendar, for free. (134 words) - [Getting Started with Agents](/docs/agents/getting-started/index.html): Getting Started with Agents in Lamatic.ai (183 words) - [Building in public](/community/index.html): Join Lamatic's community for early access to beta features, transparent roadmap updates, and direct product influence. Connect with builders shaping GenAI., Give Lamatic.ai feedback on how they could improve their product. (703 words) - [Scale your agency’s capabilities, reduce development overhead, and delight clients.](/solutions/agency/index.html): Scale your agency's capabilities and reduce development overhead. Launch client projects faster with Lamatic's low-code AI platform and integrated tools. (306 words) - [Lamatic Ambassador](/ambassadors/index.html): Join the global community of AI/ML leaders shaping the future of Generative AI, A collaborative AI workspace, built on your company context. Build and orchestrate agents right alongside your team's projects, meetings, and connected apps. (578 words) - [De-risk your software build, validate and scale with confidence.](/solutions/startup/index.html): Launch AI-powered SaaS 10x faster with Lamatic. Get $5K credits, 24/7 support, and serverless infrastructure. Join 1500+ AI founders building with confidence. (429 words) - [guides/index.html](/guides/index.html) (1 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/content/robots.txt): Crawler directives