Finally, after weeks of late night building, testing, patching, testing, rebuilding and testing again...the first iteration of my lead gen system is up and running. High level architecture: - Manus Agent sources business acquisition and business consulting leads using wide web search. Writes raw leads to Google Sheets - OpenClaw pickups up raw leads and manages several agents to complete the job: Ingest, Enrich (Clay-style enrichment using Claude for deep search and scoring. Uses Apify as a tool for tough leads and email verification to avoid cold email delivery issues), Enroll (in Instantly), Reply, Metrics (weekly report via WhatsApp), Analyst (weekly analysis for improvements) - OpenClaw system architecture includes Guardian (quality and constitution), Hearbeat, Safety, Control (model routing for cost control. Low level tasks use cheap models, while high performing tasks such as enrich use more expensive models), Cron schedules (pipelines run on a schedule automatically) - Future improvements: Quality Assurance Agent, Performance and Cost Efficiency Agent, Self Healing Agent - Lessons Learned: Start Claude Code in planning mode, as Jed recommends. Include an Engineering framework in your system prompt (recommend something closer to Test Driven Development - TDD) to manage tech debt efficiently. Keep your architecture modular so that you can scale it I hope to start getting some leads in the upcoming weeks. Open to do a Demo one of these days. Happy Building!

Quick question on data enrichment. I'm to the point where I want to get good data on owner names and email addresses where there are gaps in apollo data I've sourced via Apify. I've found a data platform (Openmart) that actually has good data on owners and also can provide revenue estimates which helps the scorecard. Just curious what is generally used for this stage of owner data enrichment and what folks would recommend. Thanks!

Hey all, attaching my buy box. Welcome any feedback - thanks!