Alper Koç@alperkoch

The problem: every founder knows their company has operational bottlenecks, but finding exactly where, and what is actually automatable, takes weeks and an expensive consultant. Most tools surface firmographics and market noise, which is true but useless for deciding what to fix. What it does: you give it one company domain. A multi-step agent reads the hard-to-reach live web (reviews, forums, job posts, code, public company data, funding portals) and returns a grounded operational brief. What is in the brief: operational pain signals, where each one is an internal bottleneck paired with the AI automation that resolves it; a where-to-start recommendation; company structure (headcount, roles, customers, funding); and funding opportunities researched for the company's own country, analysed for eligibility and coverage. Every claim carries a verbatim quote and a source link, and a grounding critic removes anything it cannot cite, so there are no hallucinations by construction. Proof it generalises: we ran it on five companies across five verticals and five countries, a US dev tool, an Estonian analytics startup, a Finnish consumer-health brand. Same engine, a different playbook each time, with funding always resolving to the correct country. How we built it: Bright Data for resilient live-web access (SERP, Web Unlocker, MCP), Xiaomi MiMo V2.5 Pro for the reasoning chain, and n8n for orchestration. Who we are: RevSignal is built by ArtificialArtz. It is the free Layer 1 of our AI-transformation model: the cited brief is the lead magnet, then a paid Audit, then a delivered Managed Ops Sprint. Our moat is the bridge from diagnosis to delivery, and we will run it on our own pipeline every day. Live demo: demo.artificialartz.xyz/revsignal

📅 June 12–19, 2026 • June 12: Kick-off Stream • June 12–19: Online Build Phase • June 19: Project Submissions Ends 🌍 Fully online hackathon. Join and build from anywhere in the world. 🤝 Build practical enterprise workflows where AI agents communicate, coordinate, exchange context, and complete work together. 🧠 Powered by Band and Codeband, built for collaborative AI systems and agent orchestration. 🏆 Prize Pool: $10,000+ 🧑‍💻 Apply now to build the next generation of enterprise multi-agent systems.

🌍 Hybrid Hackathon | 💻 Online Build: May 25–30,2026 | 📍 SF Onsite Finale: May 30–31,2026 We’ve unlocked the web for your AI. Now build what wasn’t possible before. Build AI agents with live web data, then join the SF onsite finale at Bright Data’s new Web Data Loft. 🚀 The onsite experience will take place during the opening of Bright Data’s new SF space, The Web Data Loft. 📍 On-site Venue (May 30–31): The Web Data Loft 625 2nd St, San Francisco, CA 🏆 $18,300 cash prize + Bright Data AI Startup Program opportunities 🍕 Free food, drinks, networking, workshops, mentorship, and live demos 🎁 Onsite attendees are automatically entered into a live giveaway for 4 × $100 Amazon gift cards. 🧑‍💻 Apply now to build AI agents powered by real-time web access.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.