How AI-Powered Swaraj Security Solution Reduce Cyber Risk Across Enterprise IT?
TL;DR: ESDS Swaraj AI-Powered Cybersecurity Solutions help enterprises reduce cyber risks through intelligent threat detection, real-time monitoring, and advanced security management. The integrated security platform combines Swaraj Jatayoo (Database Activity Monitoring) to detect suspicious database activities, Swaraj Nandi (Privileged Access Management) to secure privileged accounts and control unauthorized access, and Swaraj Hansa (AI-Powered SIEM) to identify, correlate, and prioritize security threats. Together, these solutions strengthen enterprise cybersecurity, improve threat visibility, support regulatory compliance, and protect sensitive business data while enabling secure, sovereign IT infrastructure for Indian enterprises.
ESDS Swaraj AI-Powered Cybersecurity Solutions help enterprises reduce cyber risks through intelligent threat detection, real-time monitoring, and advanced security management. The integrated security platform combines Swaraj Jatayoo (Database Activity Monitoring) to detect suspicious database activities, Swaraj Nandi (Privileged Access Management) to secure privileged accounts and control unauthorized access, and Swaraj Hansa (AI-Powered SIEM) to identify, correlate, and prioritize security threats. Together, these solutions strengthen enterprise cybersecurity, improve threat visibility, support regulatory compliance, and protect sensitive business data while enabling secure, sovereign IT infrastructure for Indian enterprises.
Enterprise security teams in India are fighting a volume war they cannot win with headcount alone. CERT-In handled more than 29.44 lakh (2.94 million) cyber incidents in 2025. The pace of new risk is not slowing either. On October 21, 2026, PHP developers announced patches for two critical vulnerabilities, each rated 9.2 on the CVSS v4.0 severity scale, and EU cybersecurity officials advised organisations that could not patch immediately to consider taking affected websites offline
Numbers like these explain why Enterprise Cybersecurity has quietly shifted from a compliance checkbox to a boardroom priority. They also explain why ESDS built Swaraj Security, a family of AI-driven platforms designed specifically to close the three blind spots that keep showing up at the center of enterprise breaches: unmonitored databases, unmanaged privileged access, and security alerts nobody has time to read.
This article looks at what’s actually driving enterprise risk right now, where that risk concentrates geographically, and how Swaraj’s three platforms, Jatayoo, Nandi, and Hansa, work together as a single AI Security Platform to reduce it.
Expanding Enterprise Attack Surface
A few data points frame the scale of the problem enterprise IT teams are now dealing with:
| Metric | Figure | Source |
| Cyber incidents handled by CERT-In (2025) | 2.94 million+ | CERT-In / PIB |
| Projected increase in incidents (2026) | ~30% | Industry threat intelligence |
| Estimated annual cost of cybercrime to India | ~$10 billion | Threat landscape reporting |
| SIM cards blocked for cyber fraud | 9.42 lakh | CERT-In / DoT |
A few things stand out in this data. First, the dominant category of activity CERT-In handles is reconnaissance, meaning automated scanning and probing, which means most organisations are being tested constantly, whether or not an actual breach follows. Second, government and business-services organisations are being targeted at a rate of thousands of attacks per week, not per year. Third, regulators have responded with real teeth: CERT-In’s directions now mandate that any organisation operating in India report a cybersecurity incident within 6 hours of detection, with 20 categories of reportable incidents and 180-day log retention requirements. Visibility isn’t optional anymore. It’s a legal obligation with a countdown clock attached.
Where the Risk Concentrates: A Geographic View
Threat activity in India isn’t spread evenly. Its clusters around the states with the highest digital and industrial density, which also happen to be where most large enterprises run their core IT.
- Delhi-NCR sees the highest concentration of government and enterprise-IT-directed activity, driven by the density of ministries, PSUs, and corporate headquarters.
- Maharashtra (Mumbai/Pune) carries outsized risk because of its BFSI and data-centre concentration. It’s the financial capital, and attackers follow the money.
- Karnataka (Bengaluru) and Telangana (Hyderabad) face heavy exposure through their IT/ITES, SaaS, and pharma corridors, where cloud misconfiguration is now one of the most common enterprise attack surfaces.
- Gujarat and Tamil Nadu are seeing a rise in OT/ICS-linked incidents tied to manufacturing and port infrastructure, a category of attack that traditional IT-focused security tools were never built to see.
The pattern matters for a simple reason: these are also the regions where regulated, high-value enterprises are most likely to be running the exact three gaps Swaraj was built to close, namely under monitored databases, loosely governed privileged accounts, and alert fatigue in the SOC.
Why Point Solutions Keep Failing
Most enterprises already own a firewall, an antivirus suite, maybe even a legacy SIEM. Breaches still happen, and the post-mortems tend to repeat the same three findings:
- Nobody could see what happened inside the database. Native database logging is either disabled, tamper able by a compromised privileged account, or too resource-intensive to run at full depth.
- Privileged credentials were shared, static, or simply forgotten. Root passwords, service accounts, and SSH keys accumulate across systems with no rotation, no session recording, and no kill-switch if an account turns malicious.
- The alert existed, but nobody acted on it. Traditional SIEMs generate volume, not decisions. Analysts drown in low-fidelity alerts until the one that matters gets missed.
This is the exact gap AI Threat Detection is meant to close: not just logging more, but using behavioural analytics to separate the signal from the noise, and doing it fast enough to matter inside a 6-hour reporting window.
Introducing Swaraj: An AI Security Platform Built for Indian Enterprises
Swaraj Security has three purpose-built platforms, engineered to be deployed independently or together, all built on Indian soil with air-gapped, on-premises or private-cloud architecture. That last point matters more than it might first appear. No data leaves the customer’s infrastructure, there’s no foreign cloud dependency, and no third-party exposure risk, which is a meaningful differentiator for BFSI, government, and healthcare organisations bound by data-sovereignty requirements.
Swaraj Jatayoo: AI Threat Detection at the Database Layer
Most databases don’t log everything by default, and even when auditing is switched on, those logs typically live inside the same environment a compromised privileged account can tamper with.
Swaraj Jatayoo closes that gap with independent, real-time Database Activity Monitoring:
- Continuous visibility into queries, logins, schema changes, and access to sensitive data
- Immutable, hash-chained audit records that can’t be altered even by a privileged user
- AI-driven behavioural analytics that flag anomalous query patterns, bulk data extraction, and unauthorised DELETE/TRUNCATE operations
- Zero-restart, agent-based deployment, with no schema changes and no application downtime
For regulated sectors like BFSI and healthcare, this is the layer that turns a data breach investigation from guesswork into forensic evidence.
Swaraj Nandi: Privileged Access Management
Privileged access is where the quietest failures happen: standing privileges nobody revoked, vendor accounts left open after a contract ends, sessions with no recording, credentials shared across a team in a spreadsheet.
Swaraj Nandi is built as a single control plane for privileged credential management, session governance, and compliance reporting:
- Encrypted credential vaulting with automated password rotation across root passwords, service accounts, API keys, and SSH keys
- Just-in-time, least-privilege access with MFA enforcement and approval workflows
- Full session recording with a kill-switch to terminate a session the moment it turns suspicious
- No agents required on target systems, deployable fully on-premise or in a private cloud
This is Enterprise Cybersecurity applied to the identity layer. Every privileged action becomes verified, visible, and accountable instead of trust-based.
Swaraj Hansa: Autonomous SIEM That Closes the Detection Gap
Even organisations with good logging and access controls still get breached because alerts sit unread. Swaraj Hansa was built inside a live security operations centre by a team that felt that exact pain first.
Swaraj Hansa is an AI-powered, autonomous Security Information and Event Management platform built on a simple principle: AI-driven detection, human-owned decisions. It collects, correlates, and triages security signals across an organization’s infrastructure, including databases, endpoints, network, and cloud, and is designed to close the gap between detection and action rather than adding another dashboard nobody checks.
Where Jatayoo sees the data layer and Nandi governs the access layer, Hansa is the layer that ties both signals together into a single, prioritised picture for the SOC.
How the Three Platforms Reduce Risk Together
The value of Swaraj isn’t any one platform in isolation. It’s what happens when database visibility, access governance, and correlated detection sit on the same foundation:
- A privileged account created in Nandi that suddenly runs a bulk export query is visible to Jatayoo in real time and flagged by Hansa as a correlated, high-priority incident, instead of three disconnected log entries nobody connects until after the fact.
- Compliance teams get one consistent evidence trail across access, data, and detection, instead of stitching together exports from three unrelated tools during an audit.
Bottom Line
The threat data is unambiguous: incident volumes are rising, attackers are hitting government and business-services organisations thousands of times a week, and the regulatory clock for reporting an incident is now measured in hours, not days. Point solutions that only cover one layer, whether that’s network, endpoint, or a single database, can’t keep pace with that.
ESDS Security Solutions, through Swaraj Jatayoo, Swaraj Nandi, and Swaraj Hansa, gives Indian enterprises a sovereign, AI-driven way to see their data, govern their access, and act on their alerts, all from infrastructure that never leaves Indian soil.
Frequently Asked Questions (FAQs)
What threats can SWARAJ Jatayoo detect in real time?
It flags failed login patterns, insider threats, privilege misuse, schema changes, unauthorized DELETE/TRUNCATE operations, bulk data extraction and policy violations using AI-driven behavioural analytics.
What is SWARAJ Nandi and why did ESDS build it?
It is ESDS’s India-developed Privileged Access Management platform, built for deployment in your own infrastructure and aligned to the RBI IT Framework, CSCRF and the DPDP Act.
What is SWARAJ Hansa and what does it do?
It is a managed SIEM platform that gives security teams AI-powered detection and visibility across their environment.
How does an AI Security Platform reduce cyber risk across enterprise IT?
It links activity across databases, privileged accounts and security alerts, so teams see related events together instead of in separate tools.
What does AI threat detection add over rule-based alerts?
It uses behavioural analytics to flag unusual activity, such as bulk data extraction, that fixed rules can miss.
- How AI-Powered Swaraj Security Solution Reduce Cyber Risk Across Enterprise IT? - October 23, 2026
- SWARAJ Sethu: Unified DevSecOps Platform from Code to Production - October 15, 2026
- Real-Time AI Monitoring for Better Model Performance - October 13, 2026
