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Building Defensible AI for Regulated Enterprises.

From Boardroom Conviction to Enterprise Capability. SMMARUN is the practice that delivers Responsible AI Governance, Digital Risk Governance, and the evidence that makes AI defensible, for boards and operators in regulated enterprise.

We enable your AI roadmap to move at speed while your customers remain protected, and ensure your implementations stand up to the forensic rigor of the regulator.

The governance gap

Eighty-eight enterprises out of every hundred have invested in AI. The governance gap is where SMMARUN delivers.

88%
have invested in AI. The ambition is real.
77%
of organizations lack confidence in their AI Governance posture. A critical gap between innovation and accountability.
7%
have a Governance Centre of Excellence. SMMARUN builds yours that power auditable AI.
362
AI safety incidents in 2025 (+55% YoY). Governance prevents the next one.
90days
SMMARUN implementation timeline vs. 6 to 12 months from competitors.
Source · McKinsey 2025 · Stanford HAI AI Index 2025/2026 · IAPP 2025 · HBR Feb 2026
Industry

Four audiences where SMMARUN works. The tightest regulation, the largest consequence for the customer and the regulator, and the institutions that train and govern the field.

Healthcare, Pharma, and Banking are where SMMARUN leads with named cases and live deployments. Education and Policy Makers (intertwined with the think tanks shaping the frame) is where the next decade of operators is being trained. The audit window changes shape; the operating posture does not.

Where the patient is the principal.

Patients stay protected. Clinicians keep their accountability. Diagnostic AI, clinical decision support, and triage systems arrive audit-ready by design, with explainability and consent traces strong enough to survive an ICMR, NMC, or SAHI audit.

SMMARUN's governance frameworks plus ByteVerity's deterministic evidence deliver examiner-ready posture in 90 days, not 18 months.

SAHIBODHICMRDPDPANABH IMCDSCOABDM
How we deliver in Healthcare →

Provenance becomes the product.

Your AI in research, manufacturing, and pharmacovigilance carries its own evidence under ICMR, FDA/CE export controls, and DPDPA, ready for the audit window the moment it opens.

ByteVerity's Compositor plane replays every decision under any policy version, so your examiner's question gets a cryptographic answer, not a procedural one.

ICMRFDA / CEDPDPACDSCOPvPI
How we deliver in Pharma →

Every model decision is a defensible decision.

Every model decision, be it credit, fraud, underwriting, or market risk, must be a defensible decision. Speed only survives the next RBI or SEBI audit when explainability is built-in, and audit trails are immutable.

We ensure your roadmap is regulator-ready because ByteVerity's Kernel and Governor planes intercept every action, sign every receipt, and bind data to jurisdiction.

RBI FREE-AISEBIIRDAI v2.0DPDPAIT RulesNPCI
How we deliver in Banking →

Where the next decade is taught.

SMMARUN works with education institutes, policy makers and think tanks as a single audience: training the operators who will implement AI governance and informing the rules institutions will operate under.

Co-branded certification programmes, curriculum integration and AI Governance Labs. Building India's first generation of governance-literate AI professionals.

CurriculumCertificationPolicy ConsultationThink Tanks
Our work with Education & Policy
Services

Three services. One discipline. Defensible AI for regulated enterprise.

AI Governance, Fairness and Risk

संयम · saṃyama

Customers protected by design, not by exception. The compliance head sets the standard the regulator is moving toward. Every AI action carries signed, verifiable evidence any examiner can check offline.

Read more →

Your AI investments deliver returns because the controls hold while the system moves. The estate is held against DPDPA, RBI FREE-AI, SAHI, BODH, IRDAI, SEBI and ICMR as one operating posture.

  • DPDPA readiness, operationalised
  • RBI FREE-AI: the seven Sutras, in practice
  • SAHI · BODH · IRDAI · SEBI · ICMR alignment
  • Use-case registries with named accountability
  • Persona risk exposure matrix and control implementation
  • ByteVerity deterministic evidence substrate integrated

Masterclass in AI Governance

साधना · sādhanā

Boards making AI decisions with the calibration of a regulator-led review. CXOs designing to the line, not guessing where it sits. Operators shipping faster because they know what the audit will ask.

Read more →

Calibrated for board, CXO, technical and risk audiences in turn. Curriculum anchored to ISO 42001, NIST AI RMF, EU AI Act, and the India regulatory stack. Co-branded certification with premier academic institutions.

  • ExecClass for boards and CXOs
  • Three-day intensive for technical & risk leadership
  • Cohort-based, peer-to-peer, on-the-record
  • Curriculum anchored to ISO 42001, NIST AI RMF, EU AI Act, and the India regulatory stack
  • Shrink-wrapped, Tailor-Made, or Hybrid delivery
  • Co-branded certification with premier academic institutions

Digital Risk Governance Platforms

यन्त्र · yantra

AI systems move from idea to production with audit-ready evidence attached. ByteVerity's deterministic substrate intercepts every action, signs every receipt. The customer never meets an agent the institution cannot answer for.

Read more →

EvoluteIQ's enterprise automation scales with guardrails encoded as policy. Vivikta covers SME healthcare and banking architecture. Full audit trace on every orchestration step.

  • ByteVerity: signed, un-tamperable evidence of every AI execution
  • EvoluteIQ: enterprise automation, Gartner MQ RPA 2025, 3,000+ connectors
  • Vivikta: SME Healthcare & Banking architecture and solutioning
  • Full audit trace on every orchestration step
  • Sector-specific guardrails encoded as policy from start
AI Governance + AI Master Class + Digital Risk Platforms = Defensible AI
A note from the founders

SMMARUN is a single practice. Governance, masterclass, and platform held as one disciplined act. Responsible AI Governance plus Digital Risk Governance equals Defensible AI. The reason a customer stays is the same reason a regulator nods: the work holds up. If that is the standard you are trying to hold, write to us.

— Preeti & Puneet Mohan, co-founders
Latest perspective

The Triage: India's Decade of Execution.

India has the policy on three existential pillars: renewable energy, water security, digital sovereignty. The next decade decides whether it executes. A forensic 101-slide read with six concrete policy recommendations.

Read the perspective →

If you are building AI that must be answerable and defensible, we would like to meet you.

We take a focused number of engagements. Each begins with a conversation about what your institution is trying to achieve while staying protected.