Intelligent Route Optimization
AI-assisted fuel stop selection along the route – combined with live price data and location logic. The solution recommends reliable stops, reduces detours and supports dispatch with clear, explainable decisions.
Project overview
In day-to-day planning, fuel prices, availability and traffic conditions change constantly. Manually picking stations quickly leads to detours, extra effort and inconsistent decisions.
Our platform combines live price feeds with routing, remaining range and vehicle profiles. The result is a recommendation that fits the route, is practical for operations and transparently explains why a station is suggested.
Route planning interface
Map view with recommended route, stops and price information. The list on the left explains the suggestions (e.g. range, detour, opening hours) so drivers and dispatch can always make informed decisions.
Key features
Routes & stops
- • Optimized route incl. fuel stops
- • Considers detour & driving time
- • Opening hours & vehicle restrictions
- • Live updates on disruptions
Pricing logic & range
- • Integration of price feeds
- • Remaining range & tank size
- • Fuel types & preferences
- • Transparent savings rationale
Explainable recommendations
- • Justifications per suggestion
- • Alternative stops on demand
- • Handling uncertainty
- • Manual override
Dispatch & driver app
- • Web portal for dispatch
- • Mobile view for drivers
- • Sharable links & QR codes
- • Offline fallback with local cache
Technical implementation
⚛️Frontend (React)
- • Interactive maps with Leaflet
- • Responsive UI for desktop & mobile
- • Live price updates
- • PWA with offline mode
- • Accessible components
🟢Backend (Python & FastAPI)
- • High-performance REST API
- • Routing with OSRM
- • Integration of price APIs
- • Caching & retry strategies
- • Telemetry & observability
Optimization flow
Inputs
Origin, destination, vehicle profile, range
Routing
Route calculation and alternatives
Prices
Live feeds with plausibility checks
Recommendation
Explained stops, ready to use
Results & impact
Smarter decisions
Consistent logic over gut feeling – with explainable rationale.
Fewer detours
Fuel stops fit the route – no unnecessary deviations.
Team acceptance
Dispatch stays in control, drivers get clear, practical suggestions.
Project details
Operating model
Technology stack
Frontend
Backend
Routing & data
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