Tutorial

How to Build a Customer Development Research Agent

Tighten the customer development loop with a Reddit + SERP agent that surfaces founder pain in real time. Full Python build.

Customer development is research, but most founders do it manually. This tutorial builds an agent that surfaces real founder pain in real time using Reddit threads and SERP.

Prerequisites

  • Python 3.10+
  • Scavio API key
  • An LLM API key

Walkthrough

Step 1: Define your customer persona

Persona phrase + 5-10 problem framings.

Python
PERSONA = 'indie SaaS founder building agent products'
PROBLEMS = ['agent context gets stale', 'choosing between mcp servers', 'mcp routing decisions']

Step 2: Daily Reddit pull

r/SaaS, r/Entrepreneur, r/ClaudeAI, r/AI_Agents.

Python
import os, requests
H = {'x-api-key': os.environ['SCAVIO_API_KEY']}

def pulls():
    return [requests.post('https://api.scavio.dev/api/v1/reddit/search', headers=H, json={'query': p}).json() for p in PROBLEMS]

Step 3: SERP cross-check

What's already shipped in this space?

Python
def serp_cross():
    return [requests.post('https://api.scavio.dev/api/v1/search', headers=H, json={'query': p}).json() for p in PROBLEMS]

Step 4: LLM tagging

Pain rated by intensity, recency, frequency.

Text
# Prompt: 'Rate pain intensity (1-10), recency (days), frequency.
#  Output: {pain, intensity, recency_days, frequency, top_3_threads_with_urls}.'

Step 5: Weekly digest

Friday 5 PM, top 5 pains with thread links.

Text
# Founder reads 5 threads, books 5 customer-dev calls.
# Loop tightens from 'feel out the market' to 'specific pain confirmed by 5 prospects.'

Python Example

Python
# Per week: ~50 calls = ~$0.22 of Scavio + LLM tokens.

JavaScript Example

JavaScript
// Same in TS.

Expected Output

JSON
Friday digest with 5 founder pains backed by Reddit threads and SERP cross-check. Customer dev loop compresses from weeks to days.

Related Tutorials

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Python 3.10+. Scavio API key. An LLM API key. A Scavio API key gives you 500 free credits per month.

Yes. The free tier includes 500 credits per month, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

Start Building

Tighten the customer development loop with a Reddit + SERP agent that surfaces founder pain in real time. Full Python build.