Everything you need, end to end.
Five tightly integrated practice areas. One partner. Purpose-built for teams training, aligning, and evaluating modern AI systems.
Data collection & sourcing
High-volume acquisition across global regions with targeted participant recruitment and dependable production oversight.
Frontier models need diverse, representative, carefully-sourced raw data — the kind you cannot scrape from the open web. We source, recruit, and supervise collection campaigns across 90+ languages and 38 regions, producing datasets that reflect the world your models actually operate in.
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Text & dialogue datasetsMulti-turn conversations, domain-specific corpora, and instruction-tuning data.
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Audio & speech captureStudio-quality and in-the-wild recordings across accents, dialects, and acoustic conditions.
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Image & video collectionLicensed photography, field recordings, and scenario-specific visual datasets.
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Participant sourcingRecruitment by demographic, expertise, language, or any custom attribute you define.
Annotation & Gen AI
Human-led enrichment for training, alignment, prompting, and fine-tuning workflows.
Your model is only as good as the signal it learns from. We deploy expert annotators — not gig workers — with structured QA, gold-set validation, and multi-pass review built into every workflow.
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Multi-modal labelingBounding boxes, segmentation, key-points, transcription, classification — across text, audio, image, video.
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RLHF servicesRanking, preference collection, critique, and rewrite workflows for alignment-grade datasets.
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Prompt engineering & evalRed-teaming, adversarial prompts, and evaluation harnesses built by experts.
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Supervised fine-tuningInstruction datasets, conversational corpora, and domain-adaptation data at scale.
Evaluation & transcription
Accuracy, QA, validation, and structured conversion before delivery.
We don't ship data until it has cleared gold-set validation, inter-annotator agreement checks, and human QA review. You get datasets you can trust — and the audit trail to prove it.
- Multi-media transcriptionVerbatim, clean, or timestamped. Diarized multi-speaker. 90+ languages.
- Model benchmarkingSide-by-side comparisons, blind ranking, and custom eval suites.
- Search relevanceQuery-result grading, intent classification, and ranker tuning data.
- Audio/speech evaluationWER, fluency scoring, pronunciation assessment, and MOS ratings.
Global managed workforce
Expert talent, managed teams, strict compliance.
Deaimer isn't a marketplace. It's a managed operation: vetted contributors, structured teams, project leads and QA — placed within 72 hours, compliant by default.
- Expert sourcing & vettingDomain tests, language screens, background checks, and ongoing quality monitoring.
- Managed operational teamsProject leads, QA specialists, and delivery managers as part of every engagement.
- Role-based placementMatch contributors by skill level, language, and domain — not just headcount.
- Compliance & ethicsFair-pay commitments, worker welfare reviews, SOC 2, GDPR, and HIPAA-ready.
Custom software development
The proprietary tech behind every Deaimer engagement.
Our own portals, pipelines, and dashboards keep every project tracked, audited, and measurable. You get real-time visibility — not weekly slide decks.
- Proprietary portalsDedicated client dashboards, annotator workbenches, and QA review interfaces.
- Workflow automationTask routing, sampling logic, and QA gates configured per-project.
- Data pipeline developmentIngestion, transformation, and direct-to-S3/GCS/Azure delivery with versioning.
- Analytics & reportingThroughput, agreement rates, SLA tracking, and cost reporting — live.
Let's make your AI better together.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.