Global Fairness Tools Miss India
AI fairness tools built for Western contexts don't understand India's unique social dimensions. Bias that matters here is invisible to imported solutions.
Caste is Invisible
Global fairness tools have no concept of caste. Names, locations, and educational institutions encode caste in ways that create systematic discrimination invisible to standard bias detection.
Religion Unaddressed
Religious identity influences AI decisions through names, dietary preferences, and location patterns. Without explicit detection, this bias goes unmeasured and uncorrected.
Regional Disparities
North-South, urban-rural, Hindi-belt vs. vernacular regions—Indian geographic divides create disparate AI outcomes that Western fairness metrics cannot capture.
Regulatory Gap
RBI, SEBI, IRDAI require fairness. DPDP Act mandates transparency. But no tool provides India-specific compliance documentation. Auditors have nothing to audit.
You can't fix bias you can't see. Vishwas makes Indian bias visible.
The Vishwas Solution
Vishwas provides India-specific bias detection, fairness verification, and explainability—built for the dimensions that matter here.
6 bias dimensions tracked
Caste, religion, region, gender, economic status, and intersectional combinations—all monitored continuously.
Vernacular explainability
Explanations in 22 Indian languages. Citizens understand why AI decided what it did.
Regulatory compliance ready
Pre-configured for RBI, SEBI, IRDAI, and DPDP Act. Audit-ready documentation generated automatically.
RTI response templates
When citizens ask "Why was I rejected?", Vishwas generates legally compliant, human-readable answers.