AI Data & Evaluation

Data collection and sourcing Consent-led multimodal collection. Dataset licensing Rights-cleared datasets, ready to license. Annotation and curation Labelling, review and adjudication. 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. RAG and knowledge systems Retrieval over your own knowledge. 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, 3D & Sensor Data Images, documents, multi-view data, LiDAR and sensor fusion. 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. Annotation & Data Production Ontology design, labelling, review and model-ready delivery. 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

PUBLICATION ARCHIVE / PAGE 3 OF 5

Insights archive

Public articles across data engineering, compliance, agentic AI, and infrastructure.

07 MAR 2026 Healthcare Voice AI: Clinical ASR Training Data Requirements COMPLIANCE & REGULATION 07 MAR 2026 Multilingual Speech Data for EU Enterprise DATA ENGINEERING 07 MAR 2026 Why Scandinavian Enterprises Need EEA-Native Speech Vendors DATA ENGINEERING 07 MAR 2026 Speaker Diarization Training Data: Corpus Requirements DATA ENGINEERING 07 MAR 2026 Speech Corpus Collection Pricing: Enterprise Cost Drivers DATA ENGINEERING 07 MAR 2026 Custom Speech Corpus TCO vs Off-the-Shelf Datasets DATA ENGINEERING 07 MAR 2026 Speech Data Vendor Due Diligence: 12 Questions DATA ENGINEERING 07 MAR 2026 Speech Data Vendor Evaluation for Enterprise ASR DATA ENGINEERING 07 MAR 2026 Speech Data Vendor RFP: Requirements Framework DATA ENGINEERING 07 MAR 2026 Speech Data Vendor Scorecard: Evaluation Framework DATA ENGINEERING 07 MAR 2026 Speech Data Vendor SLA Requirements for ASR DATA ENGINEERING 07 MAR 2026 Swedish and Danish ASR Dialect Challenges DATA ENGINEERING