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Engagement Models

Flexible Ways to Work With Us

Every dataset program is scoped to your modality, language, and volume. Pick the engagement model that fits your stage — from a one-off pilot to an ongoing data partnership.

Project-Based

Pilot & Fixed Scope

A defined deliverable — annotation, transcription, or a sample dataset — priced per unit. Ideal for validating quality before scaling.

  • Per-item / per-hour pricing
  • Fixed scope & timeline
  • Quality report included
  • 48h pilot scoping
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Premium

RLHF & Custom Datasets

Specialized programs — RLHF, evaluation, red-teaming, and proprietary dataset creation — scoped and priced to your model.

  • RLHF & preference data
  • Model evaluation & safety
  • Custom dataset design
  • Enterprise SLAs & NDA
Discuss Requirements

Transparent unit pricing is shared after a short scoping call, because rates depend on language, modality, complexity, and volume. There are no platform lock-ins or hidden fees.

Pricing FAQ

How is a project priced?

Most work is priced per unit — per audio minute, per annotated item, or per hour — based on language, modality, and complexity. We confirm the rate after a quick scoping call.

Is there a minimum order?

Pilots start small so you can verify quality first. Retainers have a monthly volume commitment we agree together.

How fast can you deliver?

Pilot scoping happens within 48 hours. Delivery timelines depend on volume; retainer clients get priority turnaround.

How do you guarantee quality?

Every batch runs through guideline creation, annotator qualification, dual review, adjudication, and final sign-off, with audit trails and a quality report.

Is my data kept confidential?

Yes. We work under NDA, follow a DPDP Act 2023 compliant pipeline, and never reuse client data across projects.

Which languages do you cover?

Tamil, Telugu, Kannada, and Malayalam today — including major regional dialects — with more Indic languages on the roadmap.

Ready for a quote?

Tell us your language, modality, and volume — we'll scope it within 48 hours.