Get access to vetted domain experts and native speakers who evaluate your LLM outputs for quality, safety, and accuracy—without the overhead of hiring and managing them yourself.
Building production-ready LLMs requires rigorous human evaluation. But creating an in-house evaluation team is expensive, slow, and hard to scale.
Common challenges:
The result? Delayed launches, inconsistent quality, and evaluation bottlenecks that slow down your AI development.
Shaip provides human-in-the-loop LLM evaluation through a managed workforce service. We hire, train, and manage expert evaluators so you don’t have to.
We recruit evaluators matched to your exact needs—whether you need medical doctors, financial analysts, software engineers, or native Arabic speakers.
From hiring to quality control, we handle the entire workforce lifecycle. You define the rubric; we deliver the results.
Deploy 5 evaluators or 500. Launch in days, not months. Scale up for major releases, scale down between sprints.
Rigorous vetting, project-specific training, and continuous QA ensure consistent, reliable evaluation data.
Experts compare model outputs and rank responses by quality, relevance, and usefulness—perfect for RLHF training data.
Domain specialists verify claims, check sources, and flag fabricated or incorrect information.
Trained reviewers identify harmful content, bias, offensive language, and policy violations before deployment.
Evaluators assess retrieval quality, source relevance, and whether citations actually support model claims.
Native speakers test your LLM across languages, catching translation errors, cultural missteps, and localization issues.
Medical, legal, financial, technical—we provide evaluators with real-world expertise in your vertical.
Automated metrics can’t assess clinical accuracy, legal compliance, or code quality. Domain experts can.

For global LLM deployment, native speakers provide:
We maintain evaluator networks across 50+ languages.
1. Tell Us What You Need
Share your evaluation criteria, domain requirements, languages, volume, and timeline.
2. We Build Your Team
We source, vet, and hire evaluators from our global talent pool based on your specifications.
3. We Train Them
Every evaluator completes project-specific training on your guidelines, rubrics, and quality standards.
4. They Start Evaluating
Your dedicated team begins work—managed, monitored, and quality-controlled by Shaip.
5. You Get Results
Receive structured evaluation data that integrates directly into your development pipeline.
We recruit and manage your evaluation team
We recruit and manage your evaluation team
Launch evaluation projects in days
Real experts, not generic crowdworkers
Training, audits, and performance monitoring
SOC 2, GDPR, HIPAA-compliant workflows
Get expert human evaluators—hired, trained, and managed—so you can ship better LLMs faster.