Over the last week I’ve been working with a real estate servicing company that had a very specific, very annoying problem: They deal with hundreds of plot deeds every month – different formats, different structures, half of them scanned PDFs – and their team was manually: - Reading through each deed - Extracting key details (owner, plot number, boundaries, consideration, dates, etc.) - Re-entering all of that into their internal system / Excel It was slow, error-prone, and every “urgent” file jumped the queue and broke their process. So I built them a system that does three things: 1. Ingests plot deeds (PDFs, scans, etc.) 2. Extracts the key legal + property data in a structured way 3. Pushes everything into a clean, standardized format they can use for drafting, review, or downstream automations Some details that ended up mattering more than I expected: - Handling inconsistent deed formats (old templates, new templates, different registrars) - Catching missing / conflicting details (e.g. party names not matching across pages) - Making it easy for a human to quickly verify the output instead of re-reading the entire deed Impact so far for them: - Turnaround time per deed went from “whenever the team gets to it” to a few minutes - Their senior people now spend more time checking edge cases instead of doing data entry - They can actually take on more files without immediately hiring more staff Not sharing this as a flex or offer – more as a case study for anyone here who’s: - Working with real estate processes - Dealing with legal / property documents at volume - Or exploring AI for document-heavy workflows where accuracy matters If you’re doing something similar (real estate, legal ops, title, servicing companies, etc.) and want to swap notes, I’m happy to walk through how this is set up, what worked, and what broke along the way. Drop a comment or DM me and I can share more of the architecture, tools and lessons learned – could save you some time if you’re building in this space

Hi Folks, Anone interested in this one? "We’re an established U.S. healthcare compliance training company (300+ customers, distribution partners, validated product-market fit) now ready to scale aggressively using AI-driven outbound and workflow automation. We are looking for an ambitious AI Automation Builder / Agency Partner to architect and deploy our revenue engine. The Mission Design and implement AI-powered systems that: - Generate qualified outbound leads (email-first strategy) - Personalize outreach at scale - Automate contract generation & onboarding - Streamline invoicing and operational workflows - Turn manual processes into scalable infrastructure This is not theory. The customers exist. The product sells. The partnerships are live. Now we build the engine. What You’ll Work On - AI-assisted outbound campaigns (Woodpecker / Instantly / Reply / CRM integrations) - CRM automation (Pipedrive + Zapier workflows) - AI-personalized email sequencing - Landing page flows - Contract & document automation - Incremental system optimization We start lean. We automate in phases. We iterate fast. Compensation Performance-based structure with strong upside. If you want: - Safe retainer work → not for you. - To build something meaningful with revenue attached → let’s talk. Ideal Profile - AI automation builder or small agency - Comfortable owning full workflow design - Understands outbound systems - Hungry to build case studies - Thinks in systems, not tasks" Let me know and I'll pass on the details.

Hey everyone 👋 I'm building out the team at vionext.ai — we're an AI automation agency based in Moscow, Russia. We already have an in-house dev team, but we're scaling fast and need talented people to join us on projects (freelance, ongoing contract, or partnership — open to what works best). Here's the thing though — we're not just looking for traditional coders. We need people who've made the leap from "old school" manual coding to the new era of AI-assisted development. If you're shipping production code with tools like Claude Code, Google Antigravity, GPT Codex, Cursor, Windsurf — that's exactly the profile we want. We believe the future belongs to developers who know how to architect solutions AND leverage AI agents to build 10x faster. What we're working on right now (real client projects): 🎙 Voice AI agents — building AI receptionists, AI sales reps, and automated outbound calling systems for medical clinics, beauty salons, and real estate agencies ⚡ Workflow automation (n8n / Make) — complex multi-step automations: lead processing, document handling, notifications, reporting pipelines 🔗 CRM integrations (Bitrix24, amoCRM + others) — connecting AI agents to CRM systems, auto-filling client cards, building smart sales funnels 💬 Text-based AI agents — chatbots for websites and messengers, AI assistants for inbound request processing 📊 AI quality control — analyzing sales calls with AI, automated scoring against checklists, performance reporting 🧠 Custom AI solutions — full-cycle: from diagnosis to deployment and optimization Roles we're looking for: → AI/ML Developers — Python, LangChain, LlamaIndex, CrewAI, RAG pipelines, function calling → Fullstack / Backend Devs — API development, webhook integrations, database architecture → No-Code Automators — n8n, Make, Zapier power users who can build complex workflows → Prompt Engineers — system prompt design, multi-step agent architectures, structured outputs What matters to us (in order):

Is anyone here a YouTuber? I’d love to ask a few questions and get some clarity on a couple of things