Maestro — Your Second Brain for Content & Personal Brands

Maestro is an AI Operations Brain for solo creators and personal brands. It doesn’t just generate text — it records your decisions, learns your patterns, and replays them as automation across Threads & Instagram.

• Target Users: Solo creators, indie founders, knowledge workers
• Status: Fully working product (backend + frontend + workers + Graph RAG + Meta adapters)
• Ideal Buyer: Anyone who wants to productize AI workflow automation or integrate creator-ops automation into an agency stack

1. The Problem

Solo creators repeat the same painful loop every week:

Trend hunting → Choosing angles → Drafting → Posting → Replying → Analyzing → Repeating

LLM tools help once, but forget everything the moment the session ends. Automation tools (Zapier / no-code) don’t understand:

• “What tone fits my brand?”
• “What previously worked with my audience?”
• “Which comments are worth replying to?”

The result: creators drown in micro-decisions or lose brand consistency.

2. What Maestro Does

“Maestro doesn’t just write for you — it remembers how you think and replays it.”

Maestro is a chat-based control center that handles the entire content lifecycle end-to-end.

A. Before Content — “What should I talk about?”

• Trends RAG searches your trend database using vector embeddings
• Suggests topics tailored to your persona
• One command flow: “Fetch trends + create draft”

B. Drafting — “Does this sound like me?”

• Persona Engine stores your tone, banned words, writing style
• Every draft, reply, DM paWebSockets through this persona filter automatically

C. Publishing — “Schedule & forget”

• Draft → Schedule → Auto-publish

• Fully implemented Threads + Instagram adapters

  • Publish
  • Delete
  • Metrics
  • Comments
  • DM auto-replies

D. After Publishing — “What worked?”

• Playbook stores all decision metadata:

  • Trend snapshot
  • Persona snapshot
  • KPIs & metrics
  • LLM prompt/response
  • Comments & interactions

• Operates like a campaign black box recorder

E. Always-on Copilot — “What should I do next?”

• Sidebar Graph RAG Copilot
• Streams ROI, Next Actions, and Trend-based suggestions live
• One click instantly triggers end-to-end flows

F. Reactive Rules — Always-on automation

• Keyword-triggered templates
• Auto-reply & auto-DM every 5 minutes
• Persona-filtered responses
• Perfect for engagement farming or onboarding flows

3. Why Maestro Is Different

Graph RAG > Standard RAG

• Nodes for persona, draft, campaign, publication, trend, comment, rules
• Edges model relationships like: Trend → Draft → Publication → Comment
• Celery sidecar continuously refreshes embeddings

Deterministic DAG Orchestrator

• Every user intent → compiled into a deterministic sequence of idempotent operators
• LLM is only used for creative content
• All routing, filtering, mapping → predictable and non-LLM

Composable Feature System

• New features are composed from existing operators and adapters
• Example: “Search comments → Create reaction templates” built entirely from existing flow components
• Core philosophy: “Combination > Addition”

Full-funnel Brand Memory

• Playbook becomes a structured backlog of:

  • Patterns
  • Tone
  • High-performing angles
  • Trend interactions

• Enables future insights with almost no extra engineering

4. Product Status & Tech Stack

Status

All eWebSocketntial parts are implemented and integrated:

• Backend API + Orchestrator
• Frontend App
• Graph RAG + Copilot
• Trends ingestion pipeline
• Meta adapters (Threads/Instagram)
• Worker system
• Fully dockerized (Docker Compose-friendly)

Tech Stack

Backend

• Python 3.10+, FastAPI
• PostgreSQL 16 + pgvector
• Celery + Redis
• SeaweedFS (NOT MinIO) for object storage
• Prometheus
• HuggingFace TEI (multilingual-e5-base) for embeddings

Graph RAG

• rag_nodes, rag_edges, rag_chunks
• Celery sidecar syncing and embedding refresh

Frontend

• React + TypeScript
• Vite, Zustand, React Query
• TailwindCSS, Radix UI
• Framer Motion
• Lexical rich text editor

Meta Platform Adapters

• Threads + Instagram capabilities:

  • Publish
  • Delete
  • Scheduled posts
  • Metrics (likes, impressions, reach)
  • Comments ingestion
  • DM auto-replies
  • Reactive rules

Developer Experience

• OpenAPI-driven codegen (Orval + openapi-typescript)
• Feature-sliced architecture
• WebSocket endpoints for Copilot & scheduler events

5. Monetization & Growth Paths

A. SaaS for Creators

Good pricing tiers:

Starter

• 1 persona
• Limited trends
• Basic publishing

Pro

• Unlimited personas
• Reactive rules
• Full Graph RAG Copilot
• Playbook Insights Dashboard

B. Creator Agency Platform

• Each client = dedicated workspace
• Automated reports built from Playbook data
• Seat-based or workspace-based pricing

C. White-label / Infrastructure Licensing

• Replace the UI, keep the backend
• Add new platform adapters (X, YouTube, TikTok, LinkedIn) with the existing CapabilityAdapter architecture

D. AI Product Expansion

Already supported by architecture:

• Trend → KPI correlation engine
• Comment-thread → “Next week’s draft” automation
• Link tracking → revenue attribution

6. Ideal Buyer Profile

Perfect for:

• Developer/founder wanting to launch a real AI SaaS (not just a prompt UI)
• Solo SaaS builder seeking defensible orchestration + memory systems
• Creator agency CTO wanting an in-house automation engine
• AI product team looking for a ready-to-extend orchestration layer

7. What’s Included

• Full codebase

  • Backend (FastAPI, Celery workers, orchestrator)
  • Frontend (React/TS)
  • Infra (Docker, Postgres + pgvector, Redis, SeaweedFS, TEI)

• Graph RAG + Copilot system (nodes/edges/chunks/sidecar/WebSocket)

• Meta Adapters (Threads + Instagram, fully functional)

• Persona engine + Playbook engine

• Trend ingestion system

• UI: Graph Explorer + CopilotCard

• Naming, product concept, and brand direction

• All architecture diagrams, flows, and documentation

8. Reason for Sale

Maestro is a deep engineering product: Orchestrator, Graph RAG, adapters, workers — everything is implemented and functioning.

The next phase requires:

• Dedicated marketing
• Creator outreach
• GTM execution
• Fast iteration cycles

…which I cannot commit to at the moment.

Looking for a buyer who can turn this from:

“Fully working system” → “Growing SaaS with paying users.”

Or integrate it into:

• Creator agency
• Newsletter audience
• AI suite
• Social media toolchain