Do you want to hire the best
domain experts?

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Joe Gary
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Hank Scott
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Pratyush N
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Paula Macnab
No Setup Required - 14 day free trial - SOC 2 compliant

Who are domain experts?

Professionals with deep expertise in specific fields- who can evaluate and correct AI responses within their domain.

Medical Professionals

Manual & time-consuming

Legal Experts

Attorneys & paralegals

Research Scientists

PhDs and specialists

Academic Experts

Professors and educators

Risk analyst

Financial analysts

Customer ops

Operations specialists

Maintenance engineer

Technical supervisors

Cybersecurity analyst

IT protection specialists

Why hire specialized domain experts?

Because high-performing AI depends on human domain knowledge.

Validate Outputs

Experts confirm factual accuracy and correct mistakes before models learn from them.

Catch Nuanced Errors

Spot subtle, domain-specific problems that automated checks routinely miss.

Maintain Standards

Ensure AI responses meet professional expectations and ethical guidelines.

Accelerate Improvement

Continuous expert feedback speeds fine-tuning and reduces recurring model errors.

How WECP builds your expert pipeline

From assessment to hiring, WECP provides all the tools and insights you need in one place.

Select Domain

Choose from a wide range of specialized fields — from healthcare and finance to law and linguistics.

Generate Assessment

Use WECP’s AI to instantly create domain-specific tests that measure real expertise & accuracy.

Evaluate Candidates

Review expert responses, analyze performance, and identify professionals who truly understand the domain.

Track Integrity

Ensure fairness and authenticity with built-in proctoring, plagiarism checks, and performance analytics.

Hire Top Experts

Shortlist and onboard verified domain professionals who can help train and fine-tune your LLMs.

What makes WECP different?

A platform designed for scalable, high-quality domain expert assessment.

Fraud & Deepfake Protection

Sherlock AI secures assessments, detecting cheating, impersonation, and deepfakes to ensure expert performance.

Rich Question Bank & Domain Coverage

Access thousands of expert-crafted questions designed to evaluate depth and accuracy across domains.

AI-Powered Conversational Interviews

AI Interviewer conducts autonomous, natural interviews that ask context-aware questions and evaluate responses like an expert.

Real-Time Skill Validation

Assess how experts perform under realistic conditions, reviewing and improving AI outputs as in real model training.

How domain experts boost your model quality

When experts validate your AI, every response gets sharper and more reliable.

Curated Assessments

Oversee interviews and vetting to ensure only the most skilled experts refine your AI outputs.

Generate Domain Tests

Create and validate domain-specific tests that help AI learn accurately and efficiently.

Ensure Quality Outputs

Maintain high-quality, reliable AI outputs verified by domain experts.

Streamline Onboarding

Integrate domain experts quickly to accelerate improvements in AI responses.

WeCP Domain Expert FAQs

What is a domain expert for LLM training?
It replaces manual, inconsistent early-stage screening (resume reviews, phone screens, first-rounds) with a consistent, scalable, and objective evaluation of every candidate.
How does WECP assess domain expertise?
WeCP applies structured rubrics and standardized scoring, reducing unconscious bias. The AI Interviewer complies with EEOC, GDPR, and CPRA, with audit-ready logs available for compliance reviews. This provides leaders with confidence that hiring practices scale without legal risk.
Can I hire experts across multiple domains?
The AI focuses on structured knowledge and skill-based questioning that is harder to fake than a résumé. It captures depth, reasoning, and clarity in responses. For higher-stakes integrity checks (deepfakes, impersonation, proctoring), enterprises can layer Sherlock separately.
How do you ensure assessment integrity?
Candidates interact through a natural, conversational interface - just like a real human interviewer, but without scheduling bottlenecks. They’re greeted warmly, guided through the interview flow, and given space to share their experiences. This makes the process faster, fairer, and more accessible.
How quickly can I onboard domain experts for my LLM project?
Recruiters receive concise reports with candidate transcripts, interview clips, key highlights, and structured scores on skills, knowledge, and role alignment. This helps them quickly identify the top candidates to advance, without having to review every full conversation.
What types of domains can I hire experts for?
It plugs into leading ATS systems (e.g., Greenhouse, Workday, Ashby) and calendar tools for smooth scheduling. Reports flow back into your ATS, so recruiters can manage everything in one place without switching platforms.
How do I know the experts are qualified?
Candidate data belongs to your organization. All transcripts and reports are encrypted in transit and at rest, retention is configurable, and the platform complies with enterprise-grade standards like ISO, SOC2, GDPR, and CPRA.
Can I use these experts for ongoing AI model training?
Absolutely. The AI Interviewer is designed for scale. It can screen hundreds or thousands of candidates in parallel - a task that would overwhelm recruiter bandwidth - while still providing structured reports for each candidate.
How customizable are the assessments?
Recruiters save hours per role by eliminating manual résumé reviews and phone screens. Instead of talking to every applicant, they receive pre-screened, high-potential candidates to advance — compressing hiring cycles significantly. Check our "AI Interviewer ROI Calculator"
Is there support for integrating experts into my workflow?
TA leaders gain consistent, unbiased screening across all roles and geographies, reducing risk of mis-hires. The AI Interviewer ensures that recruiters and managers focus only on serious candidates, improving hiring quality and helping teams scale hiring without adding headcount.