Helpers are matched based on four factors: the platform (Lovable, Replit, etc.) the user’s stack (React, Python, LangChain, etc.), the type of issue they report (debugging, deployment, API integration), and helper availability in real time. Our syst ...
Yes — aggregated, anonymized reports show what blockers coders face most often (syntax errors, library imports, deployment quirks). This helps Emergent identify friction in the developer journey. Individual user privacy is protected, but platform-le ...
At the end of every session, users are prompted to give a quick rating and optional written feedback. We monitor these ratings continuously — helpers who consistently score low are flagged for review and can be removed from the network. Positive fee ...
A coder hits “Help,” gets matched instantly with a vetted helper, and within seconds they’re talking through chat or video. The helper sees the error logs and context, suggests 2–4 targeted fixes, and confirms resolution. Sessions ...
The flow is intentionally simple. When a developer gets stuck, they click the Help button inside Emergent. They’re instantly matched with a vetted helper who already has the relevant context — recent prompts, error logs, and stack details. The ...