Diraflow
Our data solutions adapt to the specific demands of your domain — whether you're building consumer AI, enterprise agents, or foundational research models. Every industry has unique data requirements, and we build for all of them.
Code generation, debugging, and software architecture tasks — built for the messy reality of real codebases. Multi-file environments, repository-level reasoning, and real dev workflows that actually test agent capability.
Clinical reasoning, medical literature annotation, and drug discovery datasets — built with licensed medical professionals and researchers who understand the stakes of getting it wrong.
Contract analysis, regulatory classification, and legal reasoning tasks annotated by qualified lawyers across multiple jurisdictions. We understand that legal AI needs precision, not approximation.
Financial analysis, market reasoning, and economic modelling datasets built by contributors with CFA, FRM credentials and real-world trading and investment experience. Built for precision at every decimal place.
Threat detection, vulnerability analysis, and adversarial security datasets — with red-team expertise built in from day one. We help your models understand attacks so they can defend against them.
High-quality data in 30+ languages — never machine-translated. Native-speaker contributors with deep cultural fluency for every target language, including low-resource and underrepresented languages.
Curriculum-aligned STEM datasets, tutoring dialogue corpora, and adaptive learning feedback data for AI-powered education platforms. Built by teachers, tutors, and subject-matter experts across every level.
LiDAR perception pipelines, sensor fusion annotation, and edge-case scenario datasets for autonomous vehicles, robotics, and drone systems. We handle the long tail of rare scenarios that matter most for safety.
Interpretability datasets, alignment probes, and adversarial evaluation suites built in close collaboration with safety research teams. We understand that safety data requires a different mindset — and different annotators — than standard AI data work.
Don't see your vertical listed? We work across many more domains — from insurance and real estate to agriculture, energy, and government. Our contributor network covers a remarkable breadth of specialisms.
Or email diraflow.ai@gmail.com
Generic crowdworkers produce generic data. In high-stakes domains, that's not just suboptimal — it's dangerous. Every industry we serve gets contributors who actually work in that field.
Tell us your field, model goals, quality bar, and any regulatory requirements
Hand-picked contributors from our vetted network with verified credentials in your domain
Small test batch reviewed together — calibrate and iterate before full production
Full-scale with multi-layer review, IAA tracking, and weekly progress reports
Versioned, documented datasets delivered in your preferred format with full audit trails
Send us a brief and we'll come back with a tailored proposal — matched contributors, scope, timeline, and pricing — within one business day.
Include your industry, use case, and timeline.