A quick look at how Graveiens AI partners with teams to deliver human data for AI models.
Scale a single skill, one language or a whole team — vetted, managed and quality-controlled by Graveiens AI, so you get capacity without the hiring overhead.
Some AI data work needs more than a crowd — it needs judgement. Graveiens AI provides a specialized, managed workforce of trained annotators, subject-matter experts, LLM trainers and voice artists who plug into your programme as flexible, scalable capacity.
Because the group grew out of education services, our bench runs deep in STEM, medical, legal and finance expertise. Teams engage us as overflow capacity for a single language, a single dataset or an entire pipeline — and pay only for approved deliverables.
Talk to us about staffingFrom production annotators to PhD-level subject-matter experts.
Production teams for image, video, text and audio labelling across tools and ontologies.
Experts in maths, science, medicine, law and finance for tasks that need real judgement.
Specialists in RLHF, SFT, prompt engineering and evaluation for language models.
A consent-managed network of voice talent across 25+ languages.
Flexible, scalable and low-risk by design.
Scale a single language, dataset or task type without hiring.
A managed team aligned to your guidelines and tooling.
You are invoiced only for the deliverables you accept.
Every engagement is managed against your guidelines with a four-stage quality workflow — create, internal review, client review and rework — so quality stays high as volume scales. ISO 9001:2017 certification and gold-standard checks keep the bar consistent, and pay-on-approval keeps a first pilot low-risk.
Start with a pilot taskHow our specialized AI workforce compares with other managed data workforce providers on expertise, flexibility and QA.
| Provider | Core focus | Team model | QA / accuracy approach | Engagement model |
|---|---|---|---|---|
| Graveiens AIUs | Specialized AI workforce — annotators, SMEs, linguists, voice contributors | Overflow capacity or dedicated managed teams | Vetted bench with four-stage QA, ISO 9001:2017 | Pay-on-approval pilots, managed programs |
| Macgence | Managed annotation workforce | Crowd and managed teams | Managed crowd with human QA | Project-based managed teams |
| Cogito Tech | Managed data workforce | Dedicated annotation teams | Human-in-the-loop QA | Managed teams |
| Shaip | Domain-expert workforce | Specialist contributors | Domain-expert QA | Off-the-shelf teams plus services |
| iMerit | Managed workforce and data ops | Dedicated managed teams | Expert-in-the-loop QA | Dedicated managed teams |
| Sama | Impact-sourced annotation workforce | Managed teams | SamaAssure QA | Managed workforce |
| Surge AI | Expert rater workforce for LLMs | On-demand raters | Expert human raters | API plus managed service |
Compliance-first delivery and a pay-on-approval model that de-risks every engagement.
Ramp a skill or language up and down without hiring overhead.
A STEM SME bench inherited from our education business.
We manage throughput and QA, not just headcount.
Invoiced only for approved deliverables.
Send us a sample task. You only pay for deliverables you approve.
Book a pilot