Grounded Knowledge Layer
Every response is bound to primary statutory nodes (DPDP Act 2023 & Rules 2025). Deterministic comparison catches phantom citations, numeric mismatches (72h vs 96h), and modal contradictions (may vs must) before synthesis.
Pramana binds AI decisions directly to verified statutory provisions, enforces policy-as-code before agent execution, and seals every compliance outcome in a tamper-evident cryptographic receipt.
CORE CAPABILITIES
Moving from unchecked probabilistic LLM responses to verified statutory evidence.
Every response is bound to primary statutory nodes (DPDP Act 2023 & Rules 2025). Deterministic comparison catches phantom citations, numeric mismatches (72h vs 96h), and modal contradictions (may vs must) before synthesis.
Dual-layer enforcement (YAML rule engine + Cedar policy authorization) validates actions before execution. Prevents unbundled consent violations, unauthorized data sharing, and cross-border data leakage.
Every governance decision — whether approved, blocked, or held for human review — generates a sealed evidence receipt with SHA-256 hash chaining and exportable audit packs for regulatory oversight.
BENCHMARK SCENARIOS
Simulated on Meridian Bank (Synthetic BFSI Benchmark) — showing black-box inputs, decisions, and evidence.
| ID | Scenario | Governance Outcome | Statutory & Operational Impact |
|---|---|---|---|
| S1 | Statutory lookup — DPDP Section 9 (Children's data & parental consent) | APPROVED | Deterministic regulatory resolution against verified KG without LLM hallucination risk. |
| S2 | Cross-department data sharing by customer service agent | BLOCKED | Enforces agent authority boundaries; blocks unauthorized PII movement before execution. |
| S3 | Agent cites a phantom statutory section (Section 47) | HELD FOR REVIEW | Detects non-existent provisions; suspends output to protect institutional credibility. |
| S4 | AI-assisted loan denial on retail customer | HUMAN APPROVAL | Mandatory human sign-off for high-impact automated decisions affecting citizens. |
| S5 | Evidence pack export for Data Protection Board audit | SEALED PACK | Multi-receipt hash-chained evidence bundle exportable for regulatory review. |
INTERACTIVE SUITE
Explore our 6 client-facing simulators built for Indian businesses, banks, and legal advisors.
NEXT STEP
Schedule a private controlled demonstration or discuss on-premise governance requirements.