Diraflow Diraflow

Built for every frontier

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.

10+
Industries served
From healthcare to cybersecurity
40+
Countries
Active contributors worldwide
30+
Languages
Native-speaker coverage
100%
Human-generated
Zero AI fill-in, ever
Healthcare AI data
High-stakes Clinical
🏥

Healthcare & Life Sciences

Clinical reasoning, medical literature annotation, and drug discovery datasets — built with licensed medical professionals and researchers who understand the stakes of getting it wrong.

  • Clinical reasoning chains annotated by licensed physicians and nurses
  • Medical QA datasets across specialties: oncology, cardiology, neurology
  • Drug interaction and pharmacology annotation
  • Medical imaging description and radiology report datasets
  • Patient communication and triage dialogue corpora
Finance AI data
CFA-level Quantitative
💹

Finance & Economics

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.

  • Financial statement analysis and earnings interpretation datasets
  • Market sentiment annotation and macro-economic reasoning
  • Risk assessment and scenario analysis tasks
  • Investment thesis generation and critique datasets
  • Regulatory filing (10-K, 10-Q, prospectus) annotation
Cybersecurity AI data
Red-team Threat intel
🔐

Cybersecurity

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.

  • CVE analysis and vulnerability description datasets
  • Phishing and social engineering detection training data
  • Malware behaviour description and classification
  • Penetration testing scenario datasets with expert annotations
  • Security incident response reasoning chains
Multilingual AI
30+ languages Native speakers
🌐

Multilingual & Cross-cultural AI

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.

  • Original human-generated content — zero MT post-edit
  • Coverage: English, French, Spanish, Arabic, Swahili, Amharic, Hindi, Mandarin, Japanese, Korean + more
  • Low-resource language support via in-region partnerships
  • Cultural sensitivity review for safety and localisation
  • Cross-lingual preference annotation and translation quality evaluation
Education AI data
K-12 to PhD Curriculum-aligned
🎓

Education & EdTech

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.

  • Socratic tutoring dialogue datasets across subjects and grade levels
  • Misconception identification and correction datasets
  • Formative assessment question generation with difficulty calibration
  • Essay and writing feedback annotation by qualified educators
  • Adaptive learning path reasoning datasets
Autonomous systems AI
LiDAR Perception
🚗

Autonomous Systems

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.

  • LiDAR point cloud annotation and object segmentation
  • Sensor fusion datasets combining camera, radar, and LiDAR
  • Edge-case scenario generation: adverse weather, occlusion, novel objects
  • Trajectory prediction and behaviour annotation
  • Simulation-to-real domain adaptation datasets
Custom industry AI data
Any domain Bespoke

Your Industry

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.

  • Domain-specific contributor recruitment for any specialisation
  • Custom taxonomy design for your unique annotation requirements
  • Pilot projects to validate fit before full-scale production
  • Bespoke QA frameworks tailored to your domain's quality standards

Or email diraflow.ai@gmail.com

Domain expertise isn't optional

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.

❌ Generic data providers

What you get elsewhere

  • Non-specialist annotators guessing at domain terminology
  • No credential verification — anyone can annotate medical data
  • Surface-level accuracy that hides deep domain errors
  • No understanding of professional standards, ethics, or norms
  • One-size-fits-all QA that misses domain-specific failure modes
✦ Diraflow standard

What you get with us

  • Verified domain experts — licensed practitioners, PhDs, researchers
  • Credential review and domain knowledge testing before project start
  • Contributors who catch errors a generalist would never notice
  • Understanding of professional norms, regulatory context, and edge cases
  • Domain-specific QA rubrics built with your team's input

From your domain to your dataset

01

You describe your domain

Tell us your field, model goals, quality bar, and any regulatory requirements

02

We match experts

Hand-picked contributors from our vetted network with verified credentials in your domain

03

Pilot batch

Small test batch reviewed together — calibrate and iterate before full production

04

Production & QA

Full-scale with multi-layer review, IAA tracking, and weekly progress reports

05

Delivery

Versioned, documented datasets delivered in your preferred format with full audit trails

Tell us about your domain

Send us a brief and we'll come back with a tailored proposal — matched contributors, scope, timeline, and pricing — within one business day.

Response within 1 business day
🔒 NDAs signed before any project discussion
👥 Dedicated project manager assigned from day one

Send us a brief

Include your industry, use case, and timeline.

No commitment required. We respond within one business day.