Snorkel AI
Programmatic data labeling and curation platform for AI model training
- Also known as
- snorkel-ai
Available worldwide · Popular in: US
What is Snorkel AI?
Platform that uses code-based labeling workflows to create and evaluate training data for AI systems, with built-in security, compliance controls, and audit trails for enterprise use.
What Snorkel AI does
The capabilities that matter for fine tuning platforms, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Architecture model
- Managed cloud saas platform
- Peft lora and qlora parameter efficient tuning
- ✗
- Rlhf and dpo preference alignment optimization
- ✗
- Serverless hosting of fine tuned adapters lorax
- ✗
- Four bit and eight bit memory quantization
- ✗
- Flash attention and xformers compilation
- ✗
- Distributed multi GPU orchestration fsdp deepspeed
- ✗
- Synthetic data generation and evaluation pipeline
- ✓
- Native huggingface hub push pull integration
- ✗
- Weights and biases wandb experiment tracking
- ✗
- SOC2 type ii
- ✓
- Mit or apache permissive oss license
- ✗
- Pricing model
- Enterprise annual license
Platform & deployment
Independently observed- Web
- Cloud / SaaS
- Hybrid
Integrations (12)
Independently observed- S3
- Azure Storage
- Databricks
- Snowflake
- Google BigQuery
- Amazon S3
- Google Cloud Storage
- Azure Blob Storage
- Azure Active Directory
- AWS Secrets Manager
- SAML
- OIDC
Security & compliance
Independently observed- SOC 2 Type II · Type IIactive
Snorkel AI FAQ
Common questions about Snorkel AI, answered from independent, dated evidence.
What is Snorkel AI?
Platform that uses code-based labeling workflows to create and evaluate training data for AI systems, with built-in security, compliance controls, and audit trails for enterprise use. It is indexed under Fine Tuning Platforms.
Source: https://snorkel.ai
What platforms does Snorkel AI support?
We have confirmed browser-based access to Snorkel AI. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.
Source: https://snorkel.ai
Can Snorkel AI be self-hosted?
We have only confirmed a cloud / SaaS deployment for Snorkel AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.
Source: https://snorkel.ai
What does Snorkel AI integrate with?
We have confirmed 11 integrations for Snorkel AI, including Databricks, Snowflake, Google BigQuery, Amazon S3, Google Cloud Storage, Azure Blob Storage, Azure Active Directory and AWS Secrets Manager, plus 3 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.
Source: https://snorkel.ai
What security certifications does Snorkel AI have?
We have independently confirmed SOC 2, HIPAA and GDPR for Snorkel AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Snorkel AI not holding them. Always confirm compliance directly before you rely on it.
Source: https://snorkel.ai/blog/trustworthy-ai-introduction/
Where is Snorkel AI available?
Snorkel AI is available worldwide. Its primary market is the United States. The vendor is headquartered in the United States.
Source: https://snorkel.ai
Snorkel AI alternatives
Other fine tuning platforms we track, ranked by the same independent score.
- UnslothDesktop application for running and training machine learning models locally on your hardwarelow · 39%
- TRLReinforcement learning tools for language model traininglow · 32%
- AxolotlAn open-source framework for training and optimizing large language models efficientlylow · 33%
- LLaMA-FactoryA customizable Sphinx documentation theme with clean design and organized navigationlow · 32%
The vioscaleAI score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Snorkel AI, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Security posture | 55 | 0.12 | 6.7 | ✓ |
| Capabilities | 46 | 0.04 | 1.7 | ✓ |
| Integrations | 26 | 0.04 | 1.2 | ✓ |
| Price level | 0 | 0.04 | 0.0 | - |
| Reliability | 0 | 0.07 | 0.0 | - |
| Pricing transparency | 0 | 0.05 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.
Content
| Attribute | Value | Evidence |
|---|---|---|
| Faq | 6 items | mediumsource · 2026-09-10 · 64% |
Features
| Attribute | Value | Evidence |
|---|---|---|
| Capabilities | Soc2 type ii: Yes · Pricing model: enterprise_annual_license · Architecture model: managed_cloud_saas_platform · Mit or apache permissive oss license: No · Flash attention and xformers compilation: No · Four bit and eight bit memory quantization: No | mediumsource · 2026-09-29 · 60% |
Integrations
| Attribute | Value | Evidence |
|---|---|---|
| Count | 7 | mediumsource · 2026-09-29 · 60% |
Market
| Attribute | Value | Evidence |
|---|---|---|
| Availability | HqCountry: US · PrimaryMarkets: … · AvailabilityScope: global · AvailableCountries: … · NotAvailableCountries: … | highsource · 2026-08-21 · 75% |
Pricing
| Attribute | Value | Evidence |
|---|---|---|
| Model | commercial | mediumsource · 2026-08-21 · 60% |
Security
| Attribute | Value | Evidence |
|---|---|---|
| Gdpr | Yes | highsource · 2026-08-21 · 75% |
| Soc2 | Yes | highsource · 2026-09-29 · 75% |
| Certifications | SOC 2 Type II | mediumsource · 2026-09-29 · 60% |
| Hipaa | Yes | highsource · 2026-09-29 · 75% |
| Trust center | https://snorkel.ai/blog/enterprise-data-compliance-and-security-upgrades-snorkel-flow-2024-r3/ | mediumsource · 2026-09-29 · 60% |
Is Snorkel AI the right choice for you?
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