Domain expertise for your valuation models. We provide human-in-the-loop evaluation, RLHF labeling, and quality assurance for PropTech and AI companies.
Expert assessment of AI-generated property valuations. Binary accuracy checks, detailed error analysis, and confidence scoring from experienced appraisers.
Pairwise preference ranking and multi-dimensional scoring for real estate AI responses. Train your models with domain-expert feedback loops.
Label comp match strength, adjustment drivers, and market conditions. Ground truth datasets for training comparison algorithms.
Extract and validate assessment records, exemptions, and appeal evidence. Train models on fairness, equity, and procedural correctness.
Condition scoring, quality banding, and feature detection from property photos. Expert annotations for CV model training.
Adversarial testing to identify when AI gives dangerous or incorrect real estate advice. Safety testing and liability risk assessment.
Licensed real estate appraisers and assessors, not generic labelers. We know when a valuation is wrong and why.
Our taxonomy follows professional appraisal standards. Train models that comply with real estate industry requirements.
Pilot projects delivered in 1-2 weeks. Scalable to ongoing monthly evaluations or large dataset projects.
Dual verification, gold standard calibration, and systematic QA processes. High inter-rater agreement guaranteed.
Low-risk pilots starting at $1,500. Scale to monthly retainers or enterprise partnerships as needed.
Handle text, images, structured data, and PDFs. Vision + NLP + numeric evaluation in one workflow.
15-minute conversation to understand your AI features, evaluation needs, and success criteria.
Start with 100 evaluations to validate quality and fit. Low-risk way to test our expertise.
Our team evaluates your AI outputs with detailed accuracy assessments and recommendations.
Receive comprehensive analysis with error patterns, root causes, and specific improvement suggestions.
Start with a low-risk pilot project. Get expert real estate evaluation for your AI outputs in 1-2 weeks.