A globally known e-commerce and cloud hyperscaler

One that spans more than one data type — text, image, audio, video and LiDAR — usually because the product does. Cross-modality programmes are harder to supply than their parts suggest: each modality has its own tooling, its own annotator skill profile and its own failure modes, and consistency across them is what most suppliers cannot hold.

Because coverage and turnaround both depend on it. Lifewood draws on 50+ languages and 40+ delivery centers, which means a programme needing Bahasa image captions and Hindi speech transcription runs inside one relationship and one quality standard rather than being split across regional vendors.

Every modality runs the same dual-layer human-in-the-loop review against a customer-approved gold set under a 95%+ accuracy SLA, with a first-pass annotator and an independent second-pass reviewer. The process is deliberately identical across modalities so a programme's quality bar does not shift when it adds a data type.

That is what the training investment is for: 414,120 hours delivered across the Lifewood workforce during 2025. Scaling by adding untrained headcount is what causes the quality drop most buyers have experienced; scaling from a trained bench is what avoids it.