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PRESERVED TOPIC
Research & Benchmarks
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AI Data & Evaluation
Data collection and sourcing Consent-led multimodal collection. Dataset licensing Rights-cleared datasets, ready to license. Data annotation by modality Boxes, masks, spans and tracks, reviewed. Data labeling Class definitions, tie-break and the record. Model and agent evaluation Human evaluation and regression testing. Explore AI Data & Evaluation Create, source and evaluate the data your AI depends on. AI Implementation
Discovery and architecture Scope the use case and the system design. AI assistants and chatbots Customer-facing conversation, service and voice. RAG and knowledge systems Retrieval over your own knowledge. Document AI and workflows Documents read, checked, routed and written once. Agents and workflow automation Agents and automation in production. Private and enterprise deployment Private, controlled deployment. Explore AI Implementation Turn a defined AI use case into a system you can operate. AI Data & Evaluation
Speech & Audio Data Multilingual speech, acoustic environments and voice data. Image Data Still images under specified coverage, device, rights and residency. Image, 3D & Sensor Data Point clouds, depth and multi-sensor rigs, calibrated and time-synchronised. Video Data On-camera and conversational video, collection through delivery. Physical AI Data Demonstration, episode and real-world physical data. Dataset Licensing & Sourcing Rights-cleared datasets, bespoke sourcing and acquisition. Data Annotation & Review Ontology, calibration, review, adjudication and versioned ground truth. Data Labeling Class definitions, tie-break and the record of who decided. Model & Agent Evaluation Human evaluation, multilingual testing and failure analysis.
Operating conditions
AI Companies & Model Developers Training data, preference data and evaluation loops. Automotive & Mobility In-cabin speech, perception, video and sensor data. Defence & National Security EO/IR, geospatial, sensor and speech data with specialist review. Education Practice companions, consent-gated captions and assessment data. Financial Services Document AI, knowledge systems and traceability. Healthcare & Life Sciences Specialist data, domain review and privacy-sensitive work. Industrial & Energy Field data, operational workflows and integration. Media & Platforms Moderation labels, detection pairs and moderation agents with an audit trail. Public Sector Controlled data operations and reviewable AI systems. Robotics Stereo, LiDAR and pose collection, task demonstrations, a record per frame.
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