STATUS
● Production
CLIENT
Uplift Technologies
YEAR
2025–2026
ROLE
Builder & Architect
STACK
Node.jsPRAWSupabase
EVIDENCE LINKS
Note: Where client systems are private, screenshots are anonymized and architecture is shown without protected data.
Uplift Apps — Reddit Market Research Bot
An autonomous Reddit market research engine — engineered to scrape healthcare subreddits, identify pain points, and deploy contextual engagement.

Problem
A healthcare market research team was spending hundreds of hours manually reviewing Reddit threads to identify staffing pain points. The challenge: the manual process was incredibly slow, inconsistent, and failed to generate actionable sales insights at scale.
Architecture & Solution
// System Pipeline
The Node.js backend utilizes the PRAW wrapper for reliable Reddit API access. Data is ingested into a Supabase instance where keyword matching algorithms flag high-value threads. The system then utilizes a templating engine to generate and deploy contextual, compliant responses.
Implementation Decisions
- Rate-limited API wrapper — Leveraging PRAW ensures strict adherence to Reddit's API rate limits, preventing account bans.
- Centralized signal matching — Supabase enables rapid querying of specific pain-point keywords across thousands of ingested comments.
- Policy-compliant posting — The autonomous engagement engine is strictly governed to respect individual subreddit rules and moderator guidelines.