Verified human intelligence, on demand.
Request human input, get it reviewed, and receive results you can trust.
The problem
You can't trust most human-labeled data.
Synthetic contamination
AI-generated content is mixed in with real human work, making it harder to trust any of it.
Optimized for speed, not accuracy
Most platforms pay for volume. Quality suffers when speed is the only metric that matters.
Obsolete credentials
Traditional credentials are static. They don't reflect what someone can actually do right now.
The solution
Proof of Human Knowledge.
Before work starts, the rules are clearly defined. Independent reviewers check every result. Each completed task produces a verifiable record that anyone can inspect.
Verified records
Every completed task generates a receipt showing who did it, who reviewed it, and the quality level.
Transparent quality levels
Quality standards are set before work begins. Everyone knows the rules upfront.
Reputation-linked rewards
Consistent quality unlocks better opportunities and higher rewards over time.
PHK Receipt
rcpt_4F29A81
Task ID
0x9a4f…4d2c
Quality Level
Q2 Balanced
Validators
5 / 7 consensus
Payment
Released
Reputation
+12 reliability
Audit Status
No challenge filed
Independently validated. Full proof chain available for inspection.
Inside Lioth
Real interfaces. Real workflow.
Each step is designed to be simple and clear. You can create tasks, complete them, and review results without needing to understand the underlying system.
REQUEST
Task builder
Define what needs to be done, set the rules, and lock everything in before work starts.
EXECUTION
Task workspace
Contributors see exactly what to do and submit their work in a guided environment.
OVERSIGHT
Review queue
Independent reviewers are randomly assigned to check each submission.
FINALITY
Verified receipt
Approved work produces a permanent, verifiable record of what was done and who reviewed it.
How it works
Five steps from request to verified result.
Every task follows the same clear path. No shortcuts, no ambiguity.
Tier
Q2 Balanced
Identity
T1
Escrow
Locked
Verification layer
Every action leaves a trail.
Every task, review, and payment produces a permanent, searchable record.
Task ID
0x9a4f…4d2c
CommittedResult Receipt
rcpt_4F29A81
IssuedReviewers
5 / 7 approved
ConsensusPayment
Released
FinalizedQuality Level
Q2 Balanced
ActiveAudit Status
No challenge
CleanReputation
+12 reliability
UpdatedOutput Format
JSON / structured
Linked
Identity
Your identity is tied to your work.
Each validated task builds your track record. Your reputation determines what work you can access and how much you earn.
How reputation grows
Architecture
Blockchain is the control layer, not the storage layer.
We only store what matters on-chain. Everything else stays efficient and scalable.
On-chain = rules, results, and payments
On-chain commitments
- Task configuration records
- Verified result receipts
- Payment and escrow events
- Reputation updates
Off-chain = files, content, and evidence
Off-chain artifacts
- Task inputs and context
- Contributor outputs
- Review notes and evidence
- Dataset files and attachments
- Additional metadata
Use cases
How people, businesses, and AI agents use Lioth.
From consumer surveys to AI-driven pipelines, Lioth adapts to how you need human input.
Selected Mode
B2B: Business to Business
Get high-quality human evaluations for models, datasets, and operations.
Ready to see how it works?
Human work you can trust. Verified, structured, and ready to use.