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Data Collection & Sourcing
High-volume acquisition across global regions with targeted participant recruitment and dependable production oversight.
- Text & dialogue
- Audio & speech
- Image & video
- Participant sourcing
Deaimer gives AI teams a cheerful, end-to-end partner for data collection, annotation, evaluation, and the global workforce behind it all — powered by our own software, grounded in real people.
Five practice areas that work together beautifully — so you get one partner across the entire data lifecycle, not five vendors and a headache.
High-volume acquisition across global regions with targeted participant recruitment and dependable production oversight.
Human-led enrichment for training, alignment, prompting, and fine-tuning workflows.
Accuracy, QA, validation, and structured conversion before it ever reaches you.
Expert talent, managed teams, strict compliance — built for enterprise scale.
Proprietary tech powering secure delivery and reporting across every project.
We've run hundreds of engagements — so we know the steps that matter. Every project runs on the same tight playbook.
We translate your model's goals into a concrete spec — volumes, quality thresholds, demographic coverage, compliance requirements.
Vetted contributors matched by language, domain, and specialization. Leads and QA placed within 72 hours.
Workflows execute on our portals. Every item tracked, sampled, audited. Live visibility into progress.
Structured, validated, formatted to spec. Export to S3, GCS, Azure, or direct-to-pipeline with full QA reports.
From first brief to first delivery in under a week. No long onboarding, no hand-holding — just a team that already knows what great data looks like and exactly how to get it to you.
No long contracts. Flex up or down at any point.40,000+ vetted contributors across 38 regions — so your datasets reflect the world your models actually operate in.
Our custom-built portals give project managers, annotators, and clients a single source of truth. No spreadsheets, no blind handoffs, no guesswork.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.