Gold-standard SFT data, not crowd-sourced noise.
High-quality prompt/response curation for supervised fine-tuning — vetted by linguistic SMEs, not crowd-sourced noise.
Curated, SME-vetted prompt/response pairs for supervised fine-tuning — designed for instruction-following quality across Indic languages and real task domains.
- Modalities
- Text
- Languages
- 22 Indic + 8 global
- Quality bar
- IAA ≥ 0.85 · two-pass QA
- Onboarding
- NDA → SOW in 14 days
Supervised fine-tuning is only as good as its examples. Crowd-sourced or synthetic SFT data is riddled with shallow answers, factual drift and instruction-following gaps that teach your model the wrong habits.
High-quality SFT needs subject-matter experts, real task coverage, and review discipline — expensive to staff and slow to scale in-house.
SME-curated prompt/response sets with broad task and difficulty coverage, reviewed for correctness, style and instruction-following — delivered with documentation so your fine-tune starts from gold, not noise.
Where teams put this to work
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Foundation Model Labs
Instruction-following gold sets
SME-authored prompt/response pairs with broad task and difficulty coverage for high-quality supervised fine-tuning.
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Healthcare / Legal
Domain expert Q&A curation
Expert-vetted question-answer data for regulated domains where shallow or wrong answers carry real risk.
A pipeline built for SLAs
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1
Guidelines
Co-write annotation guidelines with the client team and pilot reviewers.
Calibrated rubric
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2
Pilot
Run a 500-unit pilot to validate guidelines and tooling.
IAA ≥ 0.80
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3
Production
Scale to full volume with daily QA sampling and weekly calibration.
IAA ≥ 0.85
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4
Delivery
Versioned drops with audit logs, kappa reports, and dataset cards.
Audit-ready
Quality gates
- Subject-matter-expert authoring and review on every item
- Task, domain and difficulty coverage against an agreed matrix
- Correctness, style and instruction-following review passes
- Versioned deliveries with documentation
At a glance
What does SFT Gold-Standard Data cover?
The technical spec for this service — modalities, language coverage, deliverable formats and the QA stages every batch passes through.
| Specification | Detail |
|---|---|
| Modalities | Text |
| Languages / coverage | 22 Indic + 8 global |
| Deliverable formats | Prompt/response pairs (JSONL) with task & difficulty metadata |
| QA stages | SME authoring → correctness / style review → instruction-following review → versioned delivery |
Representative spec. Exact modalities, languages, formats and acceptance thresholds are scoped per project in the SOW.
Trust & compliance
Data you can defend in a procurement review
Compliance is a feature, not a footnote — every delivery is built to clear legal, security and regulatory scrutiny.
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Rights-cleared & consented
Written contributor agreements granting commercial reuse, with a consent reference and authorship log per record.
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India-residency capable
Collection, annotation, processing and storage available in-country, aligned with the DPDP Act, 2023.
Sovereign delivery -
Documented & measured
Published quality metrics, provenance and license terms on every delivery — transparency technical buyers can audit.
FAQ
SFT Gold-Standard Data — common questions
- Is the data rights-cleared and safe to use commercially?
Yes. Every record is created or sourced under written agreements granting commercial reuse, with a consent reference and authorship log attached. We don't ship scraped data you can't legally train on.
- How do you measure and report quality?
We publish quality metrics on every delivery — inter-annotator agreement, QA pass rate, and (for speech) word error rate — with two-pass QA and adjudication. Each drop ships with a data card documenting methodology and provenance.
- Can you guarantee India data residency?
Yes. We offer sovereign delivery: work performed and stored entirely within India, aligned with the DPDP Act, 2023. See our Sovereign Data page for the full residency and compliance posture.
- How do we get started?
Tell us your languages, modalities, volume and timeline. A senior PM scopes the work and replies within one business day; we move from NDA to a signed SOW in about 14 days.
Scope a pilot for your next data program.
Tell us what you need — we'll recommend the right approach, quality bar and a phased plan. Or browse off-the-shelf datasets in the catalog.
Where this applies
Ready to scope a pilot?
A senior Language PM will scope your project and respond within one business day.
Talk to a Language PM