Turning Corrections into Intelligence
The only AI system that gets smarter with every mistake.
Traditional translation fixes an error once. Straker's HITL Flywheel fixes the error forever by retraining the model immediately.
How It Works
A continuous cycle of improvement
Ingestion & Generation
Raw content enters the system. Your custom model—trained on your specific vertical, terminology, and brand voice—generates the first pass with superior baseline accuracy.
The Automated Gatekeeper
The "Toll Booth": Every segment receives an automated Quality Estimation (QE) score from 0-100%. This happens in milliseconds, at scale.
The Fork
Content is automatically routed based on confidence scores. High-quality output publishes instantly. Lower confidence content is flagged for expert review.
Expert Repair
The human expert doesn't just edit—they create "Gold Data." They fix context, tone, terminology, and nuance. Every correction is a learning opportunity.
The Retraining
This is where the magic happens. The "Gold Data" is fed directly back into your Tiri Custom Model. The model learns. The next time it sees that phrase, pattern, or context—it gets it right without human help.
The Business Impact
Why this changes everything
Compound Accuracy
Your model doesn't stay static. It learns, adapts, and improves with every piece of content processed.
Inverted Cost Curve
As the model gets smarter, fewer humans are needed. Your costs go down over time, even as volume goes up.