A quick look at how Graveiens AI partners with teams to deliver human data for AI models.
Great models start with great data. Our capture programs source and capture the images, speech, text and sensor signals your model needs — matched to the demographics, devices, environments and edge cases of the people who will actually use it. As a consent-first data capture company, we build every dataset to a written spec and pair it with data annotation services and quality validation in the same accountable pipeline. For a primer on first-person capture, see our guide to what egocentric video is.
Start a data collectionWe build datasets to a written spec — demographics, environments, devices, languages and edge cases — so your model trains on data that mirrors the real world.
Curated visual data for computer-vision and multimodal models.
Natural and scripted speech for ASR, TTS and voice AI.
Structured and unstructured text at scale.
Time-series and multi-sensor capture.
Automotive data inside and outside the vehicle.
Specialist data in regulated fields.
We recruit and verify contributors across regions, capture to your written specification, and tag every file with the metadata your team needs — all on an explicit-consent basis with a full audit trail. It is data capture built for compliance review from day one.
Start a collectionCollected data runs through our four-stage workflow — capture, internal review, client review and rework — so you are only invoiced for files you approve.
See our QA approachRepresentative collection programmes we support.
Consent-backed audio across 25+ languages and accents.
Real-world imagery captured to your scenarios and specs.
Domain text and documents for NLP and extraction models.
Consent-managed human data for perception and interaction models.
Great datasets are diverse, representative and ethically sourced. We collect with explicit consent and rich metadata, target the demographics and scenarios your model needs, and validate every deliverable through a four-stage quality workflow. Pay-on-approval delivery keeps a first collection pilot low-risk.
Start a collection pilotHow our data collection services compare with other providers on focus, modalities and QA.
| Provider | Core focus | Modalities | QA / accuracy approach | Engagement model |
|---|---|---|---|---|
| Graveiens AIUs | Consent-backed data collection across every modality | Text, image, audio, video, sensor | Written-spec capture with QA and consent management, ISO 9001:2017 | Pay-on-approval pilots, managed programs |
| Macgence | Multilingual capture and AI training data | Text, image, audio, video | Managed crowd with human QA | Project-based managed teams |
| Cogito Tech | Collection and annotation workforce | Image, video, text, audio | Human-in-the-loop QA and compliance | Managed teams |
| Shaip | Healthcare and speech datasets | Audio, text, image | Domain-expert QA, licensed datasets | Off-the-shelf datasets plus services |
| iMerit | Enterprise capture and data operations | Image, video, geospatial, text | Expert-in-the-loop QA | Dedicated managed teams |
| Sama | Ethical sourcing and annotation | Image, video, sensor | SamaAssure QA, impact sourcing | Managed workforce |
| Surge AI | Human data sourcing for LLMs | Text, dialogue | Expert human contributors | API plus managed service |
Compliance-first delivery and a pay-on-approval model that de-risks every engagement.
Explicit-consent onboarding, metadata tagging and an audit trail on every contributor and file.
Deep Indic coverage plus major Asian and European languages for truly global datasets.
You are invoiced only for approved deliverables — pilots are close to zero-risk.
A 700+ contributor and SME network you can scale from pilot to ongoing program.
Send us a sample task. You only pay for deliverables you approve.
Book a pilot