Simon Vedunoff@raog812172

AEO Guru is an AI-powered SEO and AI-discoverability platform designed to help websites appear accurately in AI answer engines. The app crawls a site, segments content, and embeds each section using vector embeddings stored in Qdrant. These vectors are clustered into semantic topics, then enriched with Gemini-generated summaries, schema recommendations, FAQ expansions, and structured data. AEO Guru outputs ready-to-deploy JSON-LD, semantic cores, knowledge graphs, and defensive SEO rules. With Supabase authentication, project management, and automated pipelines, AEO Guru gives website owners a clear, actionable path to making their content machine-readable, AI-friendly, and future-proof for search.

What is OINTment? OINTment (v0.1) is an AI‑powered control suite that lets product managers and tech leads onboard into existing codebases with speed and confidence. Instead of weeks of spelunking, its Repo Ingestor & Integration Matrix, Roaster, Vibe Killer, 3D Commit Map, and OINT Analysis Dashboard render any GitHub repository as a sleek, evidence‑backed cockpit. The Problem It Solves: Inherited projects hide unknown integrations, risks, and context gaps. Traditional tools seldom reveal technology choices or configuration drift fast enough. OINTment delivers clarity in minutes, exposing dependencies, health, and upgrade paths so teams can make decisions immediately. How It Works: The Repo Ingestor clones or uploads a repo and feeds GPT‑5‑driven checks plus deterministic scans through a Check Grid. Results populate the Integration Matrix and spawn an OINT—an Onboarding Insights Neural Toolset—blending static metrics with AI takeaways. Roaster produces a department‑specific critique; applying OINT transforms that critique into an actionable plan. Vibe Killer detects AI‑generated artifacts, and the 3D Commit Map visualizes history and domain distribution. Key Features: - Integration Matrix: Impact, risk, health, ops, coupling, and upgrade scores per dependency, tied to file paths and line numbers. - Roast + Apply OINT: Adjustable “temperature” roast, then automatic conversion to follow‑up tasks. - OINT Analysis Dashboard: Mission control view combining ingest, roast, metrics, and reliability gates. - Vibe Killer (AI Artifact Detector): LLM‑backed signals show which files or commits were likely machine‑generated. - 3D Commit Map: Orbit‑style commit visualization with domain and change‑type classification. Hackathon Relevance: OINTment exemplifies the “Co‑Creating with GPT‑5” vision by pairing structured, JSON‑only AI outputs with human judgement. GPT‑5 handles heavy analysis; PMs act on verifiable evidence. APP REGISTERED IN GITHUB APPS AND DEPLOYED ON VERCEL

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!

Join the Internet of Agents Hackathon to build real-world, rentable agents using Coral Protocol and Solana-powered payments. 📅 September 14–21, 2025 Sept 14–21: Build online with global innovators. Submit projects by the deadline. Sept 20 (NYC): On-site build day at Solana Skyline (invitation only). Sept 21 (NYC): Live pitches, networking, and winner announcements. 🧠 Mentorship from experts and Coral specialists throughout. 🤝 Participate solo or in teams. 📍 Travel and accommodation not covered. 🚀 Sign up now to secure your spot before the Kick-Off Stream!

🕒 6 days to explore the full potential of GPT-5 💡 Build next-gen AI apps 🤝 Compete solo or form a dream team 🚀 Connect with global innovators 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!