Mithra Technologies, a ShelterZoom subsidiary, unveiled a platform that vets data before it feeds into enterprise AI models, aiming to reduce hallucinations and improve trust.

Mithra Technologies, the data‑centric arm of real‑estate SaaS provider ShelterZoom, announced the launch of an AI “trust infrastructure” platform designed to vet and cleanse data before it reaches enterprise AI models.

Why a Trust Infrastructure Matters

Enterprises increasingly rely on large language models and generative AI for tasks ranging from market analysis to customer engagement. However, the quality of the output is only as good as the data fed into the system, and poor‑quality inputs can trigger hallucinations, bias, or regulatory compliance issues.

Mithra’s platform aims to act as a gatekeeper, automatically scanning, validating, and enriching data streams to ensure that only trustworthy information powers downstream AI applications.

Key Features of the Platform

  • Automated data provenance tracking to confirm source authenticity
  • Real‑time anomaly detection that flags inconsistent or outlier records
  • Policy‑driven sanitization to strip personally identifiable information
  • Integration hooks for major AI model providers, enabling seamless data handoff

The platform also offers a dashboard that lets data stewards monitor data health metrics, set custom validation rules, and generate audit trails for compliance reporting.

Target Market and Early Adoption

Mithra is positioning the service for large enterprises in regulated sectors such as finance, healthcare, and real estate, where data integrity is paramount. Early pilots with a handful of ShelterZoom clients have reportedly reduced AI‑generated errors by double‑digit percentages, though exact figures were not disclosed.

By embedding the trust layer at the data ingestion point, companies can accelerate AI adoption while mitigating the risk of costly model missteps.

We see data quality as the new frontier of AI governance, and Mithra is building the tools to get there.

Mithra’s launch reflects a broader industry shift toward responsible AI, where vendors are moving beyond model performance to address the entire data pipeline.

SiliconANGLE coverage of Mithra’s AI trust infrastructure platform