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
Automotive and mobility AI
Vision Perception
🚗

Automotive & Mobility

We build training data for ADAS, in-cabin monitoring, fleet intelligence, and autonomous mobility systems — with rich labels for road scenes, hazards, driver behavior, and vehicle decisions.

  • Scene understanding and object detection for complex traffic environments
  • Multi-modal perception datasets combining vision, LiDAR, and telemetry
  • Edge-case annotation for weather, occlusion, and rare events
  • Driver monitoring and safety behavior classification
  • Fleet and mobility analytics datasets for operations teams
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 like oncology, cardiology, and neurology
  • Drug interaction, pharmacology, and biomedical literature annotation
  • Medical imaging description and radiology report datasets
  • Patient communication and triage dialogue corpora
Retail and e-commerce AI
Commerce Customer experience
🛍️

Retail & E-commerce

We support retail teams with product understanding, customer support data, merchandising insights, and search relevance training — helping AI systems better serve shoppers and operators.

  • Product categorisation and attribute extraction datasets
  • Search relevance and recommendation tuning data
  • Customer support and returns reasoning conversations
  • Pricing, inventory, and merchandising decision datasets
  • Personalisation and sentiment annotation for shopper journeys
Agriculture AI data
Field data Vision
🌾

Agriculture

We create datasets for crop monitoring, precision farming, pest detection, and field operations — helping AI systems interpret agricultural environments with high accuracy.

  • Crop health and disease classification datasets
  • Satellite and drone imagery annotation for field analysis
  • Weed, soil, and irrigation condition labelling
  • Harvest and farm operation workflow annotation
  • Supply chain and yield prediction support data
Logistics and supply chain AI data
Operations Planning
🚚

Logistics & Supply Chain

From warehouse operations to route planning and shipment coordination, we build data that helps logistics AI reason about moving goods more reliably across complex networks.

  • Route optimisation and delivery planning datasets
  • Warehouse task and asset tracking annotation
  • Demand forecasting and inventory decision data
  • Freight document classification and exception handling
  • Operational incident and escalation reasoning corpora
Manufacturing AI data
Industrial Quality
🏭

Manufacturing

We support industrial AI with quality inspection, predictive maintenance, robotics, and process documentation data that mirrors the realities of factory floors and production lines.

  • Visual defect detection and quality assurance datasets
  • Predictive maintenance and failure mode annotation
  • Robotics perception and assembly workflow data
  • Standard operating procedure and SOP reasoning corpora
  • Safety compliance and incident review datasets
Financial services AI
Compliance Risk
💳

Financial Services & Insurance

We create high-precision data for fraud detection, underwriting, claims handling, and compliance workflows — giving financial AI systems the context they need to make defensible decisions.

  • Fraud, anomaly, and claims triage annotation
  • Underwriting and policy document understanding datasets
  • Risk assessment and scenario reasoning data
  • Compliance and regulatory document classification
  • Customer support and dispute resolution dialogue data
Government and smart cities AI
Public sector Urban systems
🏛️

Government & Smart Cities

We support public-sector AI with civic service data, policy understanding, infrastructure monitoring, and urban planning datasets tuned for real governance needs.

  • Public service and permit processing datasets
  • Civic document classification and policy reasoning
  • Urban mobility and infrastructure monitoring data
  • Resident communication and multilingual public support data
  • Safety, planning, and emergency response annotation
Security and surveillance AI
Safety Monitoring
🔒

Security & Surveillance

We deliver data for threat detection, surveillance review, incident triage, and access-control systems — designed for high-sensitivity environments where precision is critical.

  • Video and image annotation for threat and anomaly detection
  • Incident review and escalation classification datasets
  • Access-control and person-of-interest detection labels
  • Safety event and policy-violation reasoning data
  • Operational monitoring datasets for command centers
Media and entertainment AI data
Content Engagement
🎬

Media & Entertainment

We help media companies improve discovery, moderation, localisation, and audience experience with data that reflects how content is actually consumed and judged across platforms.

  • Content moderation and safety annotation for user-generated media
  • Recommendation and personalisation training datasets
  • Localization, captioning, and cultural context review
  • Audience sentiment and engagement quality data
  • Creator tooling and metadata enrichment support

Or email contact@diraflowai.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.