brandpilot

Autonomous AI agent that brands activate once. It continuously monitors social signals, distills production decisions, and executes the commerce loop via a policy-constrained OWS wallet.

background

In today's fast-moving e-commerce landscape, the gap between a trend going viral on social media and a product hitting the shelves is where most revenue is lost. Brandpilot transforms this manual process into a fully autonomous workflow.

By continuously scraping social signals, mapping them to existing catalog "gaps," and automatically generating production-ready pre-orders in Shopify, Brandpilot allows fashion and consumer brands to "pilot" their product strategy with minimal human intervention. Every agent action is cryptographically secured and policy-constrained by the Open Wallet Standard, ensuring that while the agent is autonomous, the brand retains absolute control over its capital.

demo video

(Click image above to watch on YouTube)

Architecture

brandpilot
├── Loop 1 — Trend Intelligence (every 6-12h)
│   └── Scrapes IG/TikTok via Firecrawl (x402) → LLM extracts trend signals
├── Loop 2 — Decision Engine (triggered after Loop 1)
│   └── Diffs Shopify catalog vs trends → generates mockups → creates pre-orders
└── Loop 3 — Commerce Execution (event-driven)
    └── Monitors waitlists → supplier orders via OWS policy-gated payments

Tech Stack

Layer	Technology
Orchestration	Deep Agents (LangGraph/LangChain)
Wallet	Open Wallet Standard Python SDK
Database	PostgreSQL on Neon
Backend	FastAPI + Python 3.11+
Frontend	Next.js
Payments	x402 micropayments

Quick Start

# 1. Clone and enter project
cd backend

# 2. Create virtualenv and install
python -m venv .venv
source .venv/bin/activate
pip install -e ".[dev]"

# 3. Copy environment config
cp ../.env.example ../.env
# Edit .env with your API keys and Neon connection string

# 4. Run the server
uvicorn app.main:app --reload

API Endpoints

Method	Path	Description
POST	/api/brands	Onboard a brand (creates OWS wallet + policy)
GET	/api/brands/{id}	Get brand details
GET	/api/trends/{id}	Get trend signals
POST	/api/trends/{id}/trigger	Force trend scrape
GET	/api/decisions/{id}	Get gap/dud/winner decisions
GET	/api/mockups/{id}	Get generated mockups
GET	/api/pnl/{id}	Get P&L dashboard
GET	/api/approvals/{id}	Get pending approvals
POST	/api/approvals/{id}/approve	Approve supplier order
POST	/api/approvals/{id}/reject	Reject supplier order

OWS Trust Layer

The agent operates inside a policy-constrained wallet:

• Vendor allowlist — only approved x402 endpoints
• Per-category budgets — scraping, mockups, supplier orders
• Auto-approve ceiling — orders above threshold require brand co-sign
• Daily spend cap — hard limit on total agent spend

Hackathon: Open Wallet Standard

Built for the OWS hackathon — demonstrating how autonomous agents can operate within cryptographic trust boundaries using the Open Wallet Standard.