Underrepresented-language voice. Robotics demonstrations from regions your team can't recruit in. Credentialed expert evaluation. Multimodal RLHF traces. Quartz Labs sources, annotates, and ships across modalities your default vendors won't cover.
Multispeaker conversational audio with full human-generated transcripts in underrepresented languages worldwide, with hundreds more available on request. Dialect annotation, speaker diarization, demographic balance on request.
Native-speaker sourcing through universities, recording studios, language NGOs, and home-region and diaspora partner networks worldwide.
Pilot scope: scoped per engagement. Production scope: scaled per language on demand.
| Language | Region | Family | Sourcing | Status | Tier |
|---|---|---|---|---|---|
| Tagalog | Luzon, PH | Austronesian | Studio | LIVE | T1 |
| Cebuano | Visayas, PH | Austronesian | Studio | LIVE | T1 |
| Hiligaynon | Western Visayas, PH | Austronesian | Studio | LIVE | T2 |
| Ilocano | Northern Luzon, PH | Austronesian | Studio | LIVE | T2 |
| Hmong (Daw) | Diaspora · MN, US | Hmong-Mien | Diaspora | LIVE | T2 |
| Madurese | East Java, ID | Austronesian | University | LIVE | T2 |
| Tamazight | Atlas, MA | Afro-Asiatic | NGO | LIVE | T2 |
| Kabyle | Kabylia, DZ | Afro-Asiatic | NGO | LIVE | T2 |
| Sepedi | Limpopo, ZA | Bantu | University | LIVE | T2 |
| Guarani | Asunción, PY | Tupian | University | LIVE | T2 |
| Antillean Creole | Guadeloupe, FR | French Creole | NGO | LIVE | T2 |
| Jamaican Creole | Kingston, JM | English Creole | Studio | LIVE | T2 |
| Sardinian | Cagliari · Sassari, IT | Romance | University | LIVE | T2 |
| Luxembourgish | Luxembourg | Germanic | University | LIVE | T2 |
| Bouyei | Guizhou, CN | Tai-Kadai | University | PILOT | NEXT |
| Rangpuri | North Bengal, BD/IN | Indo-Aryan | NGO | PILOT | T3 |
| Bhili | Gujarat · MP, IN | Indo-Aryan | NGO | PILOT | T3 |
| Tibetan (Ü-Tsang) | Dharamshala, IN | Sino-Tibetan | Diaspora | PILOT | T3 |
| Balochi (Makrani) | Diaspora · Karachi · Muscat | Indo-Iranian | Diaspora | PILOT | T3 |
| Turkmen | Diaspora · TR · DE | Turkic | Diaspora | PILOT | T3 |
| Uyghur | Diaspora · KZ · DC, US | Turkic | Diaspora | PILOT | T3 |
Teleoperation demonstration data for foundation-model robotics teams. Sourced through our SE Asia operator network — Hanoi and Jakarta cohorts of trained teleoperators with standard manipulation and locomotion setups.
Per-task structured demonstrations with full state, action, and sensory logging. Operator demographic data, task success metadata, and provenance per session.
Pilot scope: 200 hour engagement. Production scope: scale by cohort expansion.
Credentialed domain experts evaluating frontier model outputs in high-stakes domains. Medical (MD, PA, NP), legal (JD, bar-admitted), financial (CFA, CPA, regulatory), and scientific (PhD with current publication record).
Per-query structured evaluation with rubric, reasoning trace, and audit log. All evaluators under NDA. Provenance per evaluation verifiable on request.
Pilot scope: scoped per engagement. Production scope: standing evaluator networks per domain, scaling on demand.
RLHF, instruction tuning, multilingual classification, code corpora, vision-language pairs, cross-modality datasets. Bespoke pipelines built around your spec and schema — not an off-the-shelf product.
Same network applies. Same operational layer: specify, source, annotate, ship, with consent log per row.
Scope: per engagement. Quoted within 48 hours of the first scoping call.
Multitrack audio, word-level timestamps, speaker diarization, demographic metadata, and a signed consent log. Same operational layer in robotics, eval, and multimodal — different schemas.
Per-row signed consent. Per-batch sample QA before scale. Daily drops or batched delivery to your bucket on your schema.
Language list, hour count, demographic targets, domain constraints, schema, rights model. We work from a spec you write or one we draft together on the first call.
Universities, in-country studios, diaspora cohorts, operator networks, credentialed experts, dataset partners. Native-speaker or domain-expert sourcing per modality.
S3, GCS, or SFTP. Multitrack WAV plus JSON sidecars for voice. Per-task logs for robotics. Structured rubrics for eval. Daily drops or batched.
Off-the-shelf vendors are built for languages, modalities, and timelines the last AI cycle paid for. We're built for the cases the next one requires.
| Dimension | Off-shelf vendor | Quartz Labs | |
|---|---|---|---|
| Language coverage | 20 major world languages | → | Underrepresented languages live, hundreds more quotable |
| Modalities | Voice or text, rarely both | → | Voice + robotics + expert eval + multimodal |
| Ethical sourcing | Mass-scraped, opaque provenance | → | Per-row signed consent log, verifiable |
| Pilot to quote | 4-week scoping minimum | → | 48-hour quote, 14-day kickoff |
| Commitment | 6-month minimum, exclusivity | → | Two-week off-ramp, no exclusivity |
One live case so far. New cases land as each engagement matures past production milestones.
The lab needed multispeaker conversational audio plus human transcripts in seven Southeast Asian and minority languages. We delivered all seven.
Book a 30-minute scoping call. We map your modality, scope, languages, and timeline — and quote indicative pricing within 48 hours of the intro.