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Global Workforce

Vetted Experts. Built for Specialized AI Data Work.

The people behind the work. Linguists, annotators, STEM specialists, and domain experts — sourced, vetted, calibrated, and matched to the programs that need them.

Who delivers the work

Trusted network of language experts and domain specialists ensuring accurate and ethical data for trustworthy AI at scale.

Our workforce is built through targeted recruitment, structured vetting, and performance-based qualification designed to deliver consistent, defensible data quality for enterprise AI programs.

Our global expert network includes linguists, annotators, STEM specialists, technical writers, human raters, and domain subject matter experts across 150+ languages. Contributors are sourced through direct recruitment, vetted vendor partners, and specialist channels rather than open marketplaces.

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Vetted Global Experts
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Consistent Provisioned Workforce
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Languages Supported
L0–L4
Tiered Proficiency Model
How we vet

Targeted. Structured. Calibrated. Performance-based.

Contributors don't enter production until they've cleared every stage — sourcing, screening, calibration, and continuous quality tracking.

Argos Data domain specialists running calibration and vetting workflows
01
Targeted Sourcing

Contributors are sourced through verified channels, in-region partnerships, and specialist recruitment pipelines. For rare or low-resource languages, we source in-region to preserve cultural and linguistic authenticity.

02
Structured Screening

Language proficiency tests, domain skill assessments, and credential verification happen before contributors enter the pool. For higher-sensitivity programs, additional background checks and signed confidentiality agreements are required.

03
Calibration and Pilot Validation

Contributors complete project-specific calibration tasks and pilot phases before production work begins. Only those meeting accuracy thresholds and rubric alignment standards are activated for live programs.

04
Performance-Based Access

Quality scoring and inter-annotator agreement are continuously tracked and access validated through quality metrics.

L0–L4 Proficiency Model

Matched to the right level of expertise.

Contributors are classified by proficiency and experience level so client programs are matched to the right level of expertise.

L0
Elementary Proficiency

Basic annotation and large-scale data labeling.

L1
Working Proficiency

Moderate-complexity tasks with higher accuracy needs.

L2
Professional Proficiency

Native-level understanding and contextual labeling.

L3
Linguist or Subject Matter Expert

Complex annotation requiring domain-specific knowledge.

L4
Expert Proficiency, STEM

High-stakes projects requiring expert consulting and quality control.

Argos Data L0–L4 proficiency model — an expert at focused work
Linguists, domain specialists, and STEM experts matched to programs by tier, not by availability.
Argos Data follow-the-sun delivery — global handoff across 36 offices
Follow-the-sun delivery

36 global locations. Continuous handoffs. Time-sensitive AI data work that runs around the clock.

Argos Data operates a follow-the-sun delivery model. Programs can run continuously across time zones, with handoffs between regions for sustained throughput on time-sensitive AI data work.