About GGi-gik | Curbside Recommendation MVP
Curbside MVP: map demo, FastAPI source, domain, brand and handover assets.
GGi-gik is a pre-revenue curbside recommendation MVP for a buyer exploring navigation, pickup/drop-off, logistics or facility operations. It is an early-stage technology and brand asset package, with no paying customers or verified commercial PoCs. WHAT WORKS TODAY The standalone HTML/CSS/JavaScript map demo covers 4 sample destinations, 20 candidate stops and passenger-car, taxi and cargo-vehicle profiles. It calculates weighted recommendations in the browser using sample risk, walking-distance and vehicle-compatibility inputs. The separate Python/FastAPI REST API source identifies version 0.2.0 and includes a rule-based risk engine and a CSV sample with 1 destination and 3 candidates. Risk is calculated from candidate attributes, not a stored risk-score column. The API accepts vehicletype but does not currently use it to change candidate ranking. Swagger/OpenAPI documentation and recorded successful deployment/response evidence are included. The map demo does not currently call this API. Both datasets are samples, not a validated commercial curbside database. Location names do not imply customer or partner relationships. Production AI/ML, real-time data integration and a commercial SDK are future development opportunities. INCLUDED IN THE PROPOSED SALE Standalone demo source and sample data Separate Python/FastAPI backend project and documentation ggigik.com domain and website assets Brand/design assets and three promotional videos Korean/English sales materials Korean patent application materials (application, not a granted patent) Deployment and handover documentation An itemized asset schedule will define repositories, file versions, assignable rights and transferable business-email components delivered at closing. The API evidence archive contains documentation; backend repository delivery is separate. Personal accounts, credentials, payment methods and seller API keys are excluded. TECHNOLOGY AND OPERATING COSTS Frontend: HTML, CSS, JavaScript, Google Maps JavaScript API and rule-based ranking. Backend: Python, FastAPI, Uvicorn, CSV and REST/JSON. The buyer supplies their own hosting, map credentials and billing. Recorded domain and business-email pricing totals KRW 5,500 per month with annual domain fees spread over 12 months. The backend is currently configured on Render's Free plan. This is a documented baseline, not a verified total current bill; map charges and future hosting costs depend on usage and configuration. CURRENT TRACTION AND OPPORTUNITY Revenue is currently zero. No verified traffic, conversion or customer-acquisition results are claimed. Potential future models include B2B software/API licensing, facility integration projects and data licensing after validation. These are opportunities, not existing income streams. A buyer can connect the demo to the API, align scoring and datasets, validate one target facility and measure recommendation performance before expanding coverage or integrations. REASON FOR SALE AND HANDOVER The project is offered to a buyer who can develop and commercialize its next stage. Handover documentation is included. Additional hands-on support or ongoing maintenance would be separately agreed. ASKING PRICE USD 2,500, negotiable. Verification materials are available for buyer due diligence. Final scope and transfer terms are subject to agreement; future revenue or commercial deployment outcomes are not guaranteed.
Project details
Website: https://www.ggigik.com
Next step: <p>Connect the standalone map demo to the API and align their datasets and scoring behavior. Validate one target facility and measure recommendation performance. Expand validated curbside data coverage, then develop integrations for navigation, pickup/drop-off, logistics or facility operations. Real-time data, production AI/ML and a commercial SDK are future development opportunities. Potential licensing or integration revenue requires further development and validation.</p>
For sale
Asking price: $2,500 USD
What's included
Domain name, Source code, All related design work
Proposed package: standalone map demo source and sample data; separate Python/FastAPI backend source; ggigik.com domain and website assets; brand/design assets; three promotional videos; Korean/English sales materials; Korean patent application materials (not a granted patent); deployment and handover documentation. An itemized asset schedule will specify repositories, file versions, assignable rights and any transferable business-email components. Personal accounts, credentials, payment methods and seller API keys are excluded. Additional hands-on support is separately agreed.
Reason for selling
The project is offered to a buyer who can develop and commercialize its next stage, including field validation, broader data coverage and customer integrations.