The Expert Sourcing Engine for AI Teams

Connecting AI teams with domain experts to improve model training and evaluation.

Problem

Models fail without
domain expertise

Models trained without real experts consistently miss context, fail edge cases, and produce outputs that don’t hold up in real-world use.

Poor-quality
training data

Models trained on generic annotations miss domain logic and crucial nuance.

Undetected hallucinations

Without specialists, technical, and industry-specific
errors go unnoticed.

No scalable
expert workflows

AI teams struggle to reliably source, manage, and embed real experts.

Solution

Expert-driven training & evaluation for AI teams

Find Your Expert

Expert-led training data

Experts refine annotations, correct datasets, and add the industry context generic labelers can’t provide.

Real-world evaluation

Experts review outputs, catch hallucinations, and validate reasoning across complex scenarios.

Scalable expert-in-the-loop

We source, vet, and manage the right experts, delivering structured, repeatable workflows.

Use Cases

How AI teams use
Expert-in-the-Loop

Practical ways AI labs integrate domain experts to improve training data, evaluation accuracy, and real-world model performance.

Clinical validation for healthcare LLMs

Healthcare researchers evaluating clinical LLMs found that models routinely produced unsafe or misleading recommendations. Medical experts were required to validate reasoning, correct terminology, and ensure regulatory safety before any real-world deployment.

Evaluation of public-sector models

Government technology pilots using AI for public services showed that models performed inconsistently. Experts in energy, transportation, and policy were needed to simulate operational scenarios and ensure outputs aligned with regulations and local context.

Why AI Teams Choose Infoquest?

Fast, vetted expert access, fully managed for high-accuracy AI.

Expert access in under 2 hours

We deliver your experts list fast, so training, evaluation, and iteration never stall.

Real experts, rigorously vetted

Operators, engineers, analysts, clinicians, and domain leaders, not crowdworkers or generic annotators.

Global reach with MENA coverage

Access experts across every major industry, with unmatched strength in high-context emerging markets.

Expert-in-the-Loop workflows

We handle sourcing, vetting, NDAs, onboarding, scheduling, and quality control.

Have a knowledge gap?

Let us connect you to the right expert