Frontier Training Data &
Commercial AI Model Weights.
Explore, benchmark, and deploy enterprise-grade multi-modal datasets. Featuring Free Open Access community benchmarks alongside Commercial Production Suites with full IP transfer, calibrated sensor matrices, and pre-trained weights.
Engai-AV 3D LiDAR Urban Edge Cases
High-density 128-beam LiDAR point cloud sequences captured in heavy rainfall, night glare, and dense pedestrian traffic with calibrated 3D bounding cuboids and semantic point masks.
Volumetric CT Multi-Organ Lesion Benchmark
De-identified high-resolution axial CT scans with sub-millimeter pixel segmentations for thoracic and abdominal lesion boundaries, verified by dual-board certified radiologists.
Industrial Precision Micro-Defect 4K
Multi-angle high-speed optical inspection imagery detailing surface abrasions, micro-fractures, weld voids, and solder bridging across semiconductor and aerospace alloy parts.
Ortho-Aerial Agricultural Canopy & Water Stress
Multispectral drone telemetry mapping canopy vigor, NDVI stress indicators, and polygon weed clustering across diverse climatic biomes and crop varietals.
Robotic Warehouse Pick & Place 6-DoF Pose
Synchronized RGB-D video streams of dynamic warehouse objects in heavy occlusion, featuring exact 6-DoF gripper grasp affordances and contact-point normals.
Frontier VLM Spatial Reasoning & Grounding
Curated multimodal question-answering pairs requiring multi-step spatial reasoning, exact coordinate bounding verification, and counterfactual edge-case resolution.
Engai Highway 4D Radar & Dual 128-LiDAR Corpus
Production-ready synchronized 128-beam dual LiDAR, 4D imaging radar point clouds, and surround 8MP HDR camera telemetry in extreme adverse weather (blizzards, highway dust, monsoon deluge). Includes verified 3D cuboid tracks and velocity vectors.
Whole-Slide Gigapixel Pathology & Oncology Atlas
Clinical grade 40x whole slide imaging scans across 12 tumor topologies with sub-micron cell nuclear boundary segmentations and verified Gleason / TNM grade annotations. Cross-validated by triple board-certified pathologists.
6-DoF Tactile Manipulation & Contact-Force Teleoperation
Multi-camera synchronized wrist and third-person video paired with GelSight optical tactile sensor feeds and 6-axis force/torque logs during contact-rich industrial assembly and cable routing tasks.
Semiconductor SEM Sub-10nm Micro-Defect Atlas
Scanning Electron Microscope (SEM) and brightfield micrographs captured across 300mm silicon wafers, detailing critical defect topologies (pattern collapse, gate bridging, via voids, and chemical residue) with exact GDSII layer coordinates.
High-Precision 15cm Satellite Urban 3D Mesh & Vector GIS
Sub-decimeter (0.15m GSD) stereo optical and Short-Wave Infrared (SWIR) satellite imagery encompassing 40 metropolitan regions worldwide. Includes orthorectified surface height models (DSM), 3D building structural meshes, and multi-class road vector polygons.
Frontier Multimodal Agentic Reasoning & Tool Execution 1.2M
Supervised fine-tuning (SFT) and Direct Preference Optimization (DPO) multimodal dialogue pairs. Features multi-step UI grounding, complex spatial reasoning, API tool execution traces, and red-teamed safety provenance.
Deploy Production Models with Commercial IP Protection
Every commercial dataset in our universe includes perpetual enterprise exploitation rights, full legal indemnification, raw sensor matrices, and pre-trained backbone weights in PyTorch and TensorRT formats.
Need bespoke, proprietary multi-modal training data?
We deploy global capture rigs, certified domain specialists, and dedicated pipeline tooling to engineer custom datasets matching your exact sensor topologies and distribution requirements.