for enterprise users
Deploying self-evolving agents? LLM performs well but lacks robustness? Worry about real-world evaluation?
Hug Claims helps teams turn failure cases into practical improvement loops: data licensing for training and evaluation coverage, and audit coverage for deployment governance and compliance readiness.
LLM Companies
Failure Data FlyWheel Fuel LLM Performance
Interactive post-training portal for failure data triage, model tuning, and data flywheel tracking.
failure-corpus.posttrain.workspace
live cluster stream
Sample Failure Modes Data
| Observed Time (UTC) | Source AI | Domain | Difficulty | Confidence | User Cashback Amount | Failure Summary | Failure Edits |
|---|---|---|---|---|---|---|---|
| Loading sample rows... | |||||||
Hug Claims Enterprise Grant
Apply for the Enterprise Grant to receive your one-month free trial. We run the onboarding and integration sprint so your team can validate data quality and risk visibility before signing an annual contract.
Data Licensing Trial
$0 for month 1
- One domain pack with up to 250 verified failure items during trial.
- Dashboard access and sample API credentials for workflow testing.
- JSON or Parquet exports included for internal evaluation.
Audit Trial
$0 for month 1
- Up to 50 employee users with one baseline audit report.
- Failure taxonomy preview and starter governance mapping.
- Integration check with your existing LLM gateway or observability stack.
apply for enterprise grant
Grant applications and trial qualification are finalized with sales
and security review.