For Indian insurers, AI tooling now has to satisfy a new fraud-governance regime as well as do its job. Here’s a grounded view of the tools and how to structure them. (dgm implements osFoundry, a separate company’s platform — dgm is an independent integration partner, not osFoundry, and this is not legal advice.)
The tool categories
| Use case | What the tools do | India note |
|---|---|---|
| Fraud detection | Behavioural analytics, ring detection | Report to IIB database |
| Claims processing | Document extraction, adjudication support | Auditable outputs |
| Underwriting | Consistency engines | Bias/fairness under DPDP |
| Vernacular sales/service | Conversational AI in Indian languages | Route to Indic models |
These connect to core policy-administration systems, IRDAI’s Bima Sugam marketplace, and the IIB fraud database.
The IRDAI framework shapes tooling
The IRDAI Insurance Fraud Monitoring Framework 2025 (effective April 2026; see AI in insurance in India) requires fraud monitoring, reporting to the industry database, and a Fraud Monitoring Committee. So AI tools must produce auditable, reportable outputs and integrate with fraud-reporting workflows. Tools that can’t support governance and reporting are a poor fit for the new regime.
Consolidate for auditability
Separate tools for fraud, claims, underwriting and sales create siloed data and integration overhead — which complicates exactly the auditability IRDAI expects. An orchestration layer that ties these together and keeps data in India is cleaner (see SaaS consolidation), and handles vernacular sales by routing Indian-language interactions to Indic-tuned models.
Where osFoundry fits
osFoundry is the model-neutral, self-hostable layer — deployable in an India region for DPDP residency, routing to vernacular and global models, with audit controls for the IRDAI framework. It consolidates AI layers without replacing your core PAS. osFoundry is younger with limited independent coverage, so dgm validates fit.
How dgm helps
dgm consolidates insurance AI on osFoundry — connecting core and Bima Sugam-related systems, routing to the right models, and self-hosting in India with the auditability IRDAI expects. Transparent pricing: $399 assessment, $3,999/month implementation, no per-seat fees (INR approximate; 18% GST for domestic clients). Explore the platform at osFoundry, or talk to dgm about insurance AI tooling.
General information, not legal advice. Confirm IRDAI and DPDP obligations with counsel before deploying.