Training Data Validation
Quality checks for labeled and unlabeled datasets to ensure consistency, completeness, and compliance before model training.
Validation & Evaluation
AI Data Validation & Evaluation
Training Data Validation, AI Model Evaluation
LLM EvaluationHuman-in-the-LoopMultimodal
Overview
Human-in-the-loop validation of training data and AI model outputs — multimodal, multilingual LLM evaluation for accuracy, safety and real-world performance.
Dhvani.ai delivers enterprise-grade AI data validation and model evaluation services to ensure training data and AI outputs meet the highest standards of accuracy, reliability, and real-world performance.
We specialize in multimodal and multilingual human-in-the-loop validation, helping organizations reduce bias, improve model precision, and confidently deploy AI systems at scale.
Capabilities
Our Validation & Evaluation Capabilities
AI Model Evaluation
Human evaluation of AI model outputs to assess correctness, relevance, and contextual understanding.
Multimodal & Multilingual Validation
Human verification across text, speech, image, and video, supporting global languages and regional nuances.
Human-in-the-Loop QA
Expert reviewers validating AI outputs for accuracy, bias detection, and performance improvement.
Scope
Evaluation Methods
LLM Evaluation
- Response correctness & factuality
- Helpfulness, tone & instruction-following
- Side-by-side preference ranking (RLHF)
- Safety, toxicity & bias review
- Multilingual & cultural accuracy
Speech & Vision Evaluation
- ASR word-error review
- TTS naturalness & MOS scoring
- Object detection precision checks
- Generated image & video assessment
Use cases
Where it powers AI
ASR & TTS model accuracy validationLLM output evaluation and alignmentComputer Vision model performance testingConversational AI and chatbot QAGenerative AI output assessment
Quality & security
Built to be trusted
- Multi-layer QA frameworks and reviewer calibration
- Custom evaluation metrics and scoring rubrics
- Secure workflows aligned with GDPR, HIPAA, and ISO 9001:2015
- Scalable evaluation pipelines from pilot to enterprise
Delivery formats
JSONCSVClient ToolCustom dashboards
“Dhvani.ai ensures your AI systems are validated by humans—so they perform with confidence in the real world.”
How it works
From brief to AI-ready delivery
01Step
Requirement Analysis
We capture your use case, data specification, languages, volumes, timelines and compliance needs.
02Step
Solution Design & Pilot
We design the workflow, write guidelines and deliver a pilot batch for your sign-off.
03Step
Production
Dedicated teams scale delivery with daily progress tracking and a single point of contact.
04Step
Quality Assurance
Multi-layer QA, sampling and reporting against agreed metrics on every delivery.
05Step
Delivery & Support
Secure delivery in your format, plus revisions, iterations and long-term support.
Service FAQ
AI Data Validation & Evaluation — FAQs
Quick answers to common questions about this service.
Still have questions?
Talk to our team directly — we usually reply within a few hours.
Yes. Our native-language reviewers evaluate LLM outputs across 100+ languages, including Indian and regional languages where cultural nuance matters.
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Start a Project
Ready to start your ai data validation & evaluation project?
Share your languages, volumes and timelines — we’ll respond with a scoped plan within one business day.