18 professional racing tools in one platform. Circuit intelligence with CV track measurement, physics-aware racing line, AI setup optimization, and driver coaching — all running 100% offline and private. No cloud. No data leaving your garage.
Integrated tools
Core subsystems
Offline & private
Cloud dependencies
Track intelligence, kart physics & AI setup, and data-driven driver coaching — all in one offline desktop app.
Search and import any karting circuit worldwide from OpenStreetMap in seconds. Automatic geocoding, centerline extraction, and coordinate projection.
One-click high-zoom satellite imagery download. Geo-referenced raster tiles ready for computer-vision analysis.
scikit-image + rasterio pipeline detects the exact paved surface from aerial imagery. Measure track width down to the pixel — no guessing.
Ray-casting against the pavement polygon computes left/right boundary distances at every centerline station. The racing line never violates track limits.
Draw or correct centerlines, outer, and inner boundaries on an interactive Leaflet map. Full GeoJSON import/export with clone & diagnostics.
CasADi optimal control solver minimizes lap time within measured track bounds. Combined-slip kart model with weight transfer.
Mass, power, gear ratio, wheelbase, CoG height, weight bias, track widths, tire grip. Full combined-slip model with weight transfer — calibrated to your real data.
Surrogate model trained on your observations predicts lap-time-optimal setup changes. Gaussian-process regression with uncertainty quantification.
Auto-calibrate physics parameters to match observed lap times. Align the digital twin to your real kart for predictive accuracy.
Side-by-side setup diff with predicted lap-time delta. Compare baseline, telemetry-tuned, and low-drag configurations before you hit the track.
Analyze tire temperature data to optimize pressures and grip. Spot cold, hot, and balanced conditions across sessions.
Manage drivers, karts, and setups in one place. Import and export your entire garage. Profiles for every driver and kart combination.
Alfano, MyChron, and generic CSV formats auto-detected. Channel aliasing maps any logger to the standard schema. GPS, speed, time, G-force — all parsed automatically.
Beacon-less lap splitting from GPS or track crossing. Sector times, lap times, and rolling averages computed automatically.
Per-lap coaching metrics: braking consistency, throttle application, cornering technique, and sector-by-sector analysis. Flag missed braking points and inconsistent entries.
Train an LSTM neural network on telemetry to model driver behavior. Detect anomalies and compare driving styles across sessions.
Overlay telemetry channels on onboard video. Sync data to footage for visual driver coaching and post-session review.
Track every setup observation with weather conditions, tire state, and lap times. Bulk CSV import powers AI predictions.
From the individual driver chasing tenths to the national team running a full program. Pick the plan that fits your grid position.
One driver. Own it forever. No subscriptions, no recurring fees.
Pay once · Own forever
Local kart clubs and regional teams that race together and share the garage.
Cancel anytime · Instant activation
National-level and series programs running a full driver roster and event calendar.
Contact us for series & fleet programs
All plans run fully offline on your machine — no cloud, no telemetry leaving your garage. Prices in USD.
Reach out to us on Instagram for product updates, setup tips, and support — we're here to help you go faster.
Follow @ban.racing →DM us on Instagram @ban.racing for tips, updates, and support.
Beyond Apex Numerics (BAN.ai) is a desktop racing analytics platform that combines 18 professional racing tools into one offline app: track measurement via computer vision, a physics-aware racing line solver, AI setup optimization, and data-driven driver coaching. It runs 100% offline — no cloud, no data leaving your garage.
Pricing starts at $149.99 one-time for an individual driver (lifetime desktop license), $149.99/month for a small team of up to 5 members, and $449.99/month for a national-level program with unlimited members.
Yes. The entire platform runs locally on your machine using a local SQLite database. No cloud services, no telemetry leaving your garage. Track imagery is downloaded on demand but analysis is fully offline.
Universal CSV import supports Alfano, MyChron, and generic CSV formats with automatic channel aliasing. GPS, speed, time, and G-force are all parsed automatically. Beacon-less lap detection works from GPS or track crossing.
Beyond Apex Numerics is a desktop application built with Electron and runs on Windows, macOS, and Linux.
Follow @ban.racing on Instagram for product updates, setup tips, and support.