Challenge
Bridge the gap between strategic AI marketing planning and tangible SaaS campaign execution without overloading LLM context windows or disconnecting generated assets from campaign management tools.
AI · Full Stack · SaaS
Lumen is an end-to-end AI Marketing Operating System comprising two tightly integrated applications. The first component, Lumen AI Agent, is a conversational copilot powered by a Dynamic Context Engine: a heuristic detector scans chat history backwards to dynamically assemble system prompts from product identity playbooks (.agents/) and marketing skills (skills/). It routes requests across multiple LLMs (DeepSeek, Gemini 2.5, Groq Llama 3.1, GPT-4o mini) and renders interactive Generative UI forms (<InteractiveMcq>) directly inside streaming responses. The second component, Marketing OS, is a production SaaS platform providing multi-channel Campaign Management, an AI Content Studio (11+ content types), a Cloudinary Asset Manager, a live Landing Page Builder (/p/[slug]), and gated Lead Magnets (/m/[slug]) with verified email capture and CRM lead tracking. How they connect: Both applications share a PostgreSQL database architecture where workspace settings (brand voice, target audience, product keys) in Marketing OS seamlessly sync into the AI Agent's dynamic context assembler (via shared markdown_files and workspace records). This bridges strategic AI conversations with real-world SaaS campaign execution.

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Bridge the gap between strategic AI marketing planning and tangible SaaS campaign execution without overloading LLM context windows or disconnecting generated assets from campaign management tools.
Architected a unified suite combining a dynamic context AI agent with a multi-tenant SaaS workspace connected by a shared PostgreSQL schema. The agent dynamically loads targeted product/skill context for token-efficient reasoning, while the SaaS workspace handles Cloudinary asset hosting, landing page generation, lead capture, and performance analytics.
A complete AI-first marketing workspace that transforms abstract AI strategies into multi-channel campaigns, live landing pages, gated lead magnets, and real-time conversion analytics.