HeritCoin: AI Coin Identifier represents a technological approach to numismatics, combining artificial intelligence with collection management tools. The Android application enables users to photograph coins and banknotes for instant identification and valuation assessment, positioning itself as a digital assistant for collectors of varying expertise levels. The core functionality revolves around image recognition technology that analyzes coin characteristics including mint marks, dates, and conditions. The platform maintains an extensive database of domestic and international currency, with additional features for organizing collections into predefined sets. The integrated marketplace allows users to transition from identification to potential sales, though this commercial aspect has generated mixed reactions among users according to review analysis. User experience prioritizes simplicity with a clean interface designed for rapid scanning and cataloging. The process involves capturing front and back images of coins, after which the AI generates identification results and estimated values. Collection management tools include export functions and organizational systems, though some users note inconsistencies in valuation accuracy between scans, as evidenced by Lattice Spencer's August 2024 review where identical coins received differing appraisals. User feedback indicates generally positive reception with a 4.8-star rating, though several patterns emerge from analysis. Richard Dickens (September 2025) praised the export and sorting capabilities while requesting valuation data inclusion in exports. Multiple reviewers including Robert Jackson (August 2024) noted accuracy variations between scans, suggesting the AI may require multiple attempts for consistent results. The integrated marketplace feature receives particular attention, with Sarah Marie Stofer (September 2024) noting the convenience while questioning valuation accuracy based on penny assessments. The application demonstrates strength in accessibility and collection organization, making numismatic information available to non-experts. Limitations appear in valuation consistency and marketplace integration, which some users perceive as potentially undervaluing items. The platform serves best as an initial identification and cataloging tool rather than a definitive appraisal source, particularly valuable for collectors building organized digital records of their holdings.