Everything you need, end to end.

Five tightly integrated practice areas. One partner. Purpose-built for teams training, aligning, and evaluating modern AI systems.

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S / 01 · DATA COLLECTION

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.

Text & dialogue datasetsMulti-turn conversations, domain-specific corpora, and instruction-tuning data.
Audio & speech captureStudio-quality and in-the-wild recordings across accents, dialects, and acoustic conditions.
Image & video collectionLicensed photography, field recordings, and scenario-specific visual datasets.
Participant sourcingRecruitment by demographic, expertise, language, or any custom attribute you define.

S / 02 · ANNOTATION

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.

Multi-modal labelingBounding boxes, segmentation, key-points, transcription, classification — across text, audio, image, video.
RLHF servicesRanking, preference collection, critique, and rewrite workflows for alignment-grade datasets.
Prompt engineering & evalRed-teaming, adversarial prompts, and evaluation harnesses built by experts.
Supervised fine-tuningInstruction datasets, conversational corpora, and domain-adaptation data at scale.

S / 03 · EVALUATION

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.

S / 04 · WORKFORCE

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.

S / 05 · SOFTWARE

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 BUILD

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.

Book a strategy call