Been working on building a fully automated pipeline that scrapes public mortgage records and enriches them with contact info — and after a lot of trial and error, it's actually working. The hard part wasn't the scraping itself. County recorder sites are public data, but the people-search platforms that let you look up contact info from a name and address are heavily protected. We're talking bot detection, IP fingerprinting, TLS fingerprinting, and session binding — basically every layer of protection stacked on top of each other. Now the pipeline runs end to end: - Pulls mortgage records filtered by amount, date range, and borrower demographics - Scores and ranks leads based on name targeting - Looks up phone, address, and age for each lead automatically - Validates every phone number for line type and activity score so you know which ones are actually worth calling Going from raw county data to a clean, enriched, phone-validated call list with zero manual work. Curious how other people are handling lead enrichment — are you doing it manually, using a service, or have you built something yourself?

Remember that Michigan court case monitoring system I built a few weeks ago? Well, we just took it to the next level and created a complete hands-off pipeline that my lawyer client is absolutely loving. The original system would find new cases and add them to a Google Sheet every morning at 9 AM. Now, the upgraded version doesn't stop there - it automatically extracts the plaintiff's address from each case, generates a personalized PDF letter on behalf of my client using their template and branding, and sends that PDF directly to their letter mailing service for physical delivery. The entire process from "new case filed" to "professional outreach letter in the mail" happens without a single manual step. My client's response? Their deal flow has actually increased because they can now handle way more cases simultaneously without being bottleneck by manual admin work. What used to require hours of data entry, document creation, and coordination now runs on autopilot while they focus on actual legal work. This is the power of thinking beyond just "automation" and instead building complete end-to-end systems that eliminate entire workflows, not just individual tasks. Which system in your business do you wish you could automate from start to finish? Drop it in the comments - I'm curious what complete workflows are eating up everyone's time!

I just built a powerful automation for a client who needed to regularly pull warrant information from the Memphis court system. Their old process was incredibly time-consuming: manually searching the court portal by warrant number or date, clicking through individual records, and copy-pasting perpetrator names, addresses, and location data into their system. What used to take dozens of hours per week now happens automatically in minutes. The system I built accepts either a warrant number or date range as input, then autonomously navigates the official Memphis court portal, extracts all associated warrant records, and compiles clean data including perpetrator names, addresses, and locations. My client now has instant access to warrant information without the manual grunt work, freeing up their team to focus on higher-value tasks like actually following up on these cases instead of just gathering the data. Check out the demo: https://www.loom.com/share/70ed7ecb801a4f28b947c26728080000 What's one area in your business that you know needs automation but you haven't tackled yet? Drop it in the comments - I'm curious what repetitive tasks are stealing time from everyone here!

Does anyone know any good APIs for looking people up at scale? Something where I can look up full name & DOB then get their address. this is non B2B leads so i'm not looking at apollo or zoominfo

Just delivered a game-changing automation for a legal client who was manually checking the Michigan court portal every morning for new cases. Their old process meant logging into the portal, running searches, scrolling through pages of results, and copy-pasting relevant case information into their tracking spreadsheet - a tedious process that ate up hours each week and risked missing important cases. Now, an automated system runs every morning at 9 AM, searches the Michigan court portal for new cases matching their criteria, extracts all the key details (case numbers, filing dates, parties involved, court locations, etc.), and automatically populates their Google Sheet with clean, organized data. My client wakes up to fresh case leads ready to review without lifting a finger. The best part? We're already planning to expand this to additional courts and states, which will multiply the time savings and lead volume even further. What manual data collection tasks are eating up your team's time? Sometimes the biggest productivity wins come from automating the boring stuff nobody wants to do anyway!