How We Work
Our operating model
A single structure that takes a program from brief to delivery — with oversight, quality review, and clear reporting at every stage.
Define the project scope
We work with you upfront to map out participant requirements, data specifications, annotation guidelines, and delivery timelines. Every program starts with a clear brief so there are no surprises mid-delivery.
- Requirements documentation
- Participant criteria and segment targeting
- Annotation guide creation
- Timeline and milestone planning
Run with managed oversight
Field operations and annotation work is managed by our team throughout. We handle participant coordination, quality monitoring, and issue resolution in real time so you don't have to.
- Participant coordination and onboarding
- Daily progress monitoring
- Real-time issue resolution
- Continuous quality oversight
Review through QA and reporting
All output goes through multi-step quality review before delivery. We track metrics, flag issues early, and provide clear reporting so you can see exactly what was produced and how.
- Multi-step QA review
- Output metrics and tracking
- Issue flagging and resolution
- Structured delivery reporting
Quality
Built around quality at every step
Review-led workflows
Every annotation program runs through structured reviewer layers before output is signed off.
Specialist support
Finance, Legal, and Medical programs use annotators with relevant domain experience.
Multi-step QA
Output is checked at multiple stages — not just at the end — to catch issues early.
Clear documentation
Every program produces delivery records, instruction logs, and QA summaries.
Vendor operations
Managed teams and delivery networks
Manager portals
Dedicated dashboards for delivery managers to track tasks, participants, and progress.
Participant workflows
Structured onboarding, task assignment, and submission flows for contributors.
Client visibility
Clients have their own portal to track program status and review outputs.
Admin controls
Super-admin and admin roles for internal oversight and access management.
Systems
A straightforward technical foundation
Frontend
Next.js App Router with TypeScript and Tailwind CSS
Authentication
Google sign-in with role-based access for all user types
Data layer
Firestore for profiles, tasks, and workflow records
Portals
Separate entry points for super admins, admins, managers, clients, and participants
Contact
Tell us what you need to build next.
If you are planning a data collection, annotation, or evaluation program, send a short brief and we can discuss the next steps.
Typical projects
Collection, annotation, evaluation, and workflow tooling
Working style
Structured delivery, managed communication, and practical reporting