From listening
to production
We find problems people complain about online, validate them, build the product, and ship it — all automated. You review and approve every decision.
Pipeline
The loop that runs 24/7
Scout agents continuously scan Reddit, Twitter, HN, and 50+ communities. Hunter agents filter signal from noise — real pain points, not trends.
Profile agent researches the target user. Matcher confirms fit: market size, competition, your skill adjacency. No gut feelings — data.
Build crew ships the MVP: PM, frontend, backend, reviewer, security, QA. Full-stack, tested, Stripe wired. You stay hands-off.
Nothing moves forward without your explicit approval. You review the business plan, the spec, the economics.
Once you approve, Deploy crew launches: Fly.io backend, Cloudflare Pages frontend, custom domain, Stripe webhooks, SSL.
The Engine
17 agents, 7 crews
Specialist CrewAI agents working in sequence, from discovering a real complaint to deploying a paying product and responding back to the community that voiced it.
Research
research_crew
Finds real, monetizable pain points where people are already paying for bad solutions or loudly asking for better ones, with concrete evidence not speculation.
- Demand Hunter
- Commercial Validator
Match
match_crew
Sharpens the ICP and makes a crisp Go / Modify / Kill decision on each opportunity using evidence, not enthusiasm.
- Customer Intelligence Analyst
- Opportunity Qualifier
Build
build_crew
Ships a revenue-ready Next.js + Stripe MVP in 1-2 weeks. PM cuts everything off the path to paid conversion; engineers, reviewer, security and QA enforce the gates that matter.
- Strategic Product Manager
- Senior Frontend Engineer
- Senior Backend Engineer
- Senior Code Reviewer
- Security Engineer
- QA Engineering Lead
Deploy
deploy_crew
Backend to fly.io, frontend to Cloudflare Pages under <slug>.erslabs.net. Then proves the product actually works for a paying customer on the live URL, not just /health.
- Deployment Engineer
- Production QA Verifier
Portfolio
portfolio_crew
Keeps the ErsLabs portfolio current by adding each newly validated and shipped app to the public portfolio.json data file.
- Portfolio Maintainer
Security
security_crew
osv-scanner produces a merged vuln report; planner turns it into a per-package action plan; refactor developer applies fixes until the build and tests pass with zero known vulns.
- Dependency Vulnerability Scanner
- Security Remediation Planner
- Dependency Refactor Developer
Social
social_crew
Composes helpful, genuine community responses that share the new solution back to the source threads, without sounding spammy or promotional.
- Social Response Specialist
Case Study
From Reddit post to live product
A real example of how our agents discovered, built, and shipped an app, end to end, autonomously.
ComplianceDesk
compliancedesk.erslabs.net
The Discovery
John healthIT
“I spend 10+ hours every week just tracking HIPAA compliance paperwork. There has to be a better way than spreadsheets...”
+ 23 similar complaints found across 4 communities
What the agents built
An automated HIPAA compliance tracker for small healthcare providers. Auto-generates audit trails, tracks training deadlines, flags policy violations, and produces ready-to-submit compliance reports, replacing 10+ hours/week of manual work.
Timeline
Portfolio
Shipped products
Every app started as someone's real frustration. Here's what our agents built.
Building now
Our agents are currently building the first batch of products. Check back soon.
About
Software that starts
with listening
ErsLabs is not a typical software company. We don't start with ideas. We start with evidence. Our autonomous agents monitor communities where people describe their daily frustrations.
When enough people share the same problem and show willingness to pay for a solution, our pipeline kicks in. Design, build, test, deploy. All automated, all in hours, not months.
See the full pipeline