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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. With Python and JavaScript code.

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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 = {'Authorization': 'Bearer ' + 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/v2/google', 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 50 free credits on signup.

    Yes. The free tier includes 50 credits on signup, 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.

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    Start Building

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

    Get Free API KeyRead the Docs
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