Coverage
Not a single annotation role per country — real occupational range in every region we operate. The network below was built over a decade of actually employing people: payroll, compliance, contracts, and tenure we can show.
Every count represents professionals with ground-truth employment records, reachable through operations we already run.
15M+
Professionals employed & paid
120
Countries in the network
10+ yrs
Of ground-truth employment data
180
Countries of payroll & compliance
Dedicated operations · 30+ countries
Deep professional and industrial coverage across Western, Central, and Eastern Europe — from regulated-industry specialists to the manufacturing trades that anchor the continent's economy.
ProfessionVerified professionals
IT professionals & software engineers84,000
Industrial & manufacturing specialists61,000
Finance & insurance specialists43,000
Project managers38,000
Electricians & energy technicians29,000
Languages: English · German · French · Spanish · Italian · …
Dedicated operations · Brazil, Mexico, Colombia, Argentina & more
One of the heaviest data-labeling workloads in the world runs through LATAM. We run it with employed, verified professionals — not anonymous marketplace accounts.
ProfessionVerified professionals
IT professionals & software engineers52,000
Customer-operations & annotation specialists47,000
Finance & accounting specialists26,000
Industrial & agriculture specialists24,000
Project managers17,000
Languages: Spanish · Portuguese (BR) · English · Indigenous language specialists on request
Dedicated operations · Mandarin at native professional depth
Native Mandarin data and evaluation from verified professionals across technical and industrial domains — with the employment and compliance layer handled end to end.
ProfessionVerified professionals
IT professionals & software engineers38,000
Manufacturing & industrial engineers33,000
CNC & precision-machining operators14,000
Finance specialists12,000
Project managers9,500
Languages: Mandarin · Cantonese · English
Dedicated operations · Arabic across Gulf dialects
Verified Arabic-speaking professionals across the Gulf — including Saudi Arabia — spanning energy, finance, aviation, and the public-sector-adjacent domains that matter in the region.
ProfessionVerified professionals
Energy & petrochemical specialists18,000
IT professionals16,000
Finance & banking specialists13,000
Aviation technicians & operations6,800
Project managers6,200
Languages: Arabic (Gulf) · Arabic (MSA) · English · Urdu · Hindi
Dedicated operations · the backbone of global labeling capacity
The regions carrying much of today's data-labeling workload deserve better than anonymous piece-rate accounts. We employ verified professionals across West, East, and Central Africa — with real occupational range, not just annotation seats.
ProfessionVerified professionals
Annotation & evaluation specialists41,000
IT professionals & software engineers23,000
Finance & mobile-money specialists12,000
Agriculture specialists & agronomists11,000
Doctors & nurses7,400
Languages: English · French · Swahili · Amharic · Yoruba · …
Counts shown are illustrative sample data · request the live coverage report for current figures