Ethical Data for
Uncompromised AI
Train frontier LLMs and multimodal models with verifiable human provenance, living consent ledgers, and zero copyright liability. Built for enterprises demanding audit-proof datasets.
Live Dataset Provenance & Consent Verifier
Verify any dataset hash against our immutable consent ledger. Check contributor payouts, demographic balance, and legal indemnity in real-time.
ETHOS-VOICE-CLINICAL-MED-2026 (Clinical Diagnostic Speech)
VERIFIED CLEANSHA-256: 7d9a84f3c0b561e1b2...9f4e21a8d0c9
Frontier AI Dataset Catalog
Explore specialized multimodal and language corpora collected with direct creator consent and royalty distributions.
Need a Bespoke Dataset Campaign?
Commission tailored datasets across 120+ domain specialties with custom demographic and licensing specs.
Empowering the Humans Who Teach AI
Web scraping exploits creators without compensation or consent. EthosData operates on a cooperative model where domain experts, voice actors, coders, and translators maintain continuous sovereignty over their work.
Direct Compensation + Residual Royalties
Contributors receive transparent hourly pay plus ongoing micropayments when their data is licensed for commercial fine-tuning.
Granular Use-Case Permissions
Contributors select exactly which model categories can use their data (e.g., allow healthcare research, prohibit autonomous weapons or voice cloning).
Guaranteed Dynamic Right to be Forgotten
If a creator revokes consent, our lineage API automatically flags subsequent model checkpoints to drop the corresponding weights.
Dr. Elena Lin, MD
Verified ContributorSpecialty: Radiologist & Clinical Diagnostics (Toronto, CA)
Calculate Your Pipeline's Legal & Financial Exposure
Scraped training data exposes AI builders to statutory copyright damages ($150k per work) and EU AI Act penalties (up to €35M or 7% of global turnover). Check your risk score in 60 seconds.
Fair Wage & Data License Calculator
See exactly how your investment is distributed. 70%+ of every dollar goes directly to verified human contributors.
Every dataset purchased includes C2PA cryptographic chain of custody and a binding indemnity certificate against copyright infringement.
The 4 Pillars of Ethical AI Data
How EthosData turns ethical AI governance into a high-performance competitive advantage for AI laboratories.
1. Prior Informed Consent & Living Opt-Out
Every datapoint is collected with explicit, affirmative consent for generative AI training. If a contributor revokes consent under GDPR Art. 17, our automated lineage webhook triggers dynamic weight pruning manifests.
2. Fair-Wage & Residual Royalty Ledger
We eradicate digital sweatshops. Contributors receive guaranteed above-market living hourly wages ($25-$90/hr) plus transparent revenue sharing as foundational models achieve commercial success.
3. Immutable C2PA & SHA-256 Lineage
All datasets are cryptographically stamped with C2PA metadata, contributor hashes, and licensing proofs. In the event of an audit, you can instantly prove complete non-infringement to regulators.
4. Cultural Sovereignty & Bias Auditing
Data is collected in collaboration with indigenous language communities and diverse demographic cohorts, ensuring models avoid toxic bias and represent global perspectives authentically.
Stream Verified Data Directly Into PyTorch, JAX & Hugging Face
Integrate verified clean data seamlessly into your existing training pipelines with our Python SDK and Hugging Face dataset loaders.
# Install: uv pip install ethosdata-sdk datasets
import ethosdata
from datasets import load_dataset
# 1. Initialize with your enterprise key and verify provenance
client = ethosdata.Client(api_key="ethos_live_key_...")
verified_token = client.verify_dataset("ethosdata/voice-clinical-2026")
# 2. Stream 100% opt-in dataset with C2PA certificate
dataset = load_dataset(
"ethosdata/voice-clinical-2026",
split="train",
streaming=True,
provenance_proof=verified_token.c2pa_hash
)
# 3. Automatic EU AI Act Compliance Manifest Export
client.export_eu_compliance_manifest(output_path="./ai_act_manifest.json")
Trusted by AI Frontier Labs & Enterprise Legal Teams
Empowering engineers to ship models globally without fear of copyright lawsuits or regulatory blocks.
"When we rolled out our clinical diagnostic assistant in Europe, our general counsel required proof that not a single training token was scraped. EthosData provided cryptographic receipts in under 10 minutes."
"The code dataset quality was noticeably higher than scraped GitHub tokens. Because contributors were compensated $45/hr to write clean, annotated tests, our model's pass@1 skyrocketed by 18%."
"As a voice actor, I refused to let tech giants scrape my audio for free. EthosData gives me transparent micro-royalties every time my voice dataset is used. This is how the future of AI must work."
Frequently Asked Questions
Everything you need to know about ethical data licensing and compliance.
Build Frontier AI with an
Unshakable Ethical Foundation
Join forward-thinking AI labs creating trustworthy, copyright-safe, and fairly compensated intelligent systems.