AI Data & Evaluation

Data collection and sourcing Consent-led multimodal collection. Dataset licensing Rights-cleared datasets, ready to license. Data annotation 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.

Delivery

Connected Delivery Data, evaluation and implementation under one structure. Pilots Validate the delivery method before scale.

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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 design, marking, review and model-ready delivery. Data Labeling Class definitions, tie-break and the record of who decided. Model & Agent Evaluation Human evaluation, multilingual testing and failure analysis.

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Operating conditions

AI Companies & Model Developers Training data, preference data and evaluation loops. Automotive & Mobility In-cabin speech, perception, video and sensor 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. Public Sector Controlled data operations and reviewable AI systems.

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Company

About YPAI Company, mission, operating model and delivery history. Partnerships Commercial, technology and delivery collaboration. AI Blog Research, technical perspectives and company updates. Contact Projects, partnerships, procurement and general enquiries.

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YPAI / INSIGHTS

AUTHOR ARCHIVE

YPAI Research

All articles by this author. Role: Speech Data Infrastructure.

24 JUL 2026 Computer Vision Applications: Image Annotation to Production SOVEREIGN INFRASTRUCTURE 04 JUL 2026 Whisper Hits 30% WER on Spoken Norwegian in Every Dialect DATA ENGINEERING 08 MAR 2026 EU AI Act Article 10: What Engineers Must Actually Build COMPLIANCE & REGULATION 07 MAR 2026 Audio-to-Text Transcription: Tools, APIs, Workflow DATA ENGINEERING 06 MAR 2026 Norwegian Dialect Speech Recognition Accuracy DATA ENGINEERING