The Problem
On Monday you tested the 3 prompts in ChatGPT. Awesome! You saw how identify → engage → measure works. But here's the thing: you can't ask your growth team to copy-paste 500 times per day. One person spending 3 hours running prompts manually? That's $90/day in labor costs. Multiply that across a growing network and you're looking at $27,000/year just on partner admin. Plus the tracking errors that lead to missed commissions and angry affiliates.
See It Work
Watch the 3 prompts chain together automatically. This is what you'll build.
Watch It Work
See the AI automation in action
The Code
Three levels: start simple, add reliability, then scale to production. Pick where you are.
When to Level Up
Simple API Calls
- Sequential processing
- Basic retry logic
- Simple logging
- No database needed
Add Database & Retries
- Database persistence
- Exponential backoff retries
- Structured logging
- Basic analytics tracking
Queue & Cache Layer
- Redis queue for async processing
- Result caching
- Background workers
- Advanced analytics
- Connection pooling
Multi-Agent System
- Multiple worker nodes
- Load balancing
- Auto-scaling
- Real-time monitoring
- A/B testing prompts
- Custom model fine-tuning
Growth-Specific Gotchas
Real challenges you'll hit (and how to fix them)
Duplicate Partner Detection
Use fuzzy matching on name + social handles. Check existing partners before processing.
# Fuzzy matching for duplicate detection
from fuzzywuzzy import fuzz
import asyncpg
async def check_duplicate_partner(
pool: asyncpg.Pool,
name: str,
email: str,Commission Structure Validation
Auto-validate against industry standards. Flag outliers for human review.
# Commission validation rules
def validate_commission_request(
commission: float,
period: str,
partner_type: str,
audience_size: int
) -> Dict[str, any]:
"""Validate commission request against industry norms"""Tracking Link Generation
Generate hierarchical codes: partner_platform_campaign. Store in Redis for fast lookup.
# Tracking link generation system
import hashlib
import redis.asyncio as redis
from urllib.parse import urlencode
class TrackingLinkGenerator:
def __init__(self, redis_client: redis.Redis, base_url: str):
self.redis = redis_clientMulti-Currency Commission Handling
Store base currency, convert on payment using real-time rates. Track in partner's preferred currency.
# Multi-currency commission tracking
import requests
from decimal import Decimal
from typing import Dict
class CommissionManager:
def __init__(self, base_currency: str = 'USD'):
self.base_currency = base_currencyAutomated Performance Reporting
Schedule automated reports with charts. Email or Slack delivery. Include actionable insights.
# Automated partner performance reports import asyncpg from datetime import datetime, timedelta import matplotlib.pyplot as plt import io import base64 from email.mime.multipart import MIMEMultipart from email.mime.text import MIMEText
Adjust Your Numbers
❌ Manual Process
✅ AI-Automated
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