Migrating from Manual Research

Before: Google + copy-paste

Google “Stripe case studies fintech”
Click through 10 pages
Read each one, copy relevant bits into a doc

Time: 30-60 minutes per search

After: one API call

$ curl -X POST https://whatsapp-backend-knd2.onrender.com/v1/casestudies/semantic \
>   -H "X-API-Key: YOUR_KEY" \
>   -H "Content-Type: application/json" \
>   -d '{"query": "fintech companies that scaled payments", "limit": 10}'

Time: 200ms

Before: comparing vendors manually

Open five browser tabs. Read case studies from each vendor. Try to compare apples to apples.

After: one comparison call

$ curl -X POST https://whatsapp-backend-knd2.onrender.com/v1/compare \
>   -H "X-API-Key: YOUR_KEY" \
>   -H "Content-Type: application/json" \
>   -d '{"companies": ["gocardless", "checkout", "paddle"], "industry": "ecommerce"}'