Focus area
Software and IT operations
Delivery, testing, incidents, security, data
Test coverage lags every release and the flaky suite belongs to nobody.
Start a blueprint from this problem
Incidents are triaged by whoever is awake.
Start a blueprint from this problem
Security findings pile up faster than they can be prioritised.
Start a blueprint from this problem
Solutions
7 in this area
Software Testing
T4Reference patternPariksha
AI across the software testing lifecycle, from authoring to release.
Engineering Foundation Studio
T4Reference patternNirmiti
A shared foundation so every new service starts production-grade, not from zero.
Engineering Cost & TCO
T4Reference patternSahay
Connect architecture decisions to what they actually cost to run.
Agentic IT Operations
T4Reference patternSutradhar
Agents that cut the alert noise, find the cause, and fix what is safe to fix.
Autonomous Security Testing
T4Reference patternVedha
Authorized penetration testing on a release cadence, not a quarterly one.
Healthcare Governance
T4Reference patternRaksha
One live console for healthcare compliance, security, and clinical AI oversight.
Modern BI
T4Reference patternSetu
Legacy BI to modern analytics: migration, parity, and AI-ready insight.
Agrani candidates
Prioritised for evidence, none validated yet
Representative use cases
All use casestechnology
Collapsing Alert Storms into the Incidents That Are Actually Happening
An enterprise operations centre receives tens of thousands of monitoring alerts a week across infrastructure, applications, and network.
technology
Diagnosing Root Cause Across Services, Infrastructure, and Recent Change
A platform team's mean time to diagnosis is dominated by the search for what changed, across deployments, configuration, and infrastructure.
technology
Executing Safe Remediations While Escalating Anything with Blast Radius
An operations team performs the same routine remediations weekly - restarts, cache clears, capacity adjustments - by hand, at all hours.
technology
Reporting Operational Health to Leadership Without a Manual Pack
An IT leadership team receives a monthly operations pack assembled by hand from six systems, arriving three weeks after the period it describes.
technology
Bringing Agentic Operations Inside a Regulated Change-Control Process
A financial services operations team wants agentic remediation but works under a change-control regime that requires every production change to be recorded and attributable.
technology
Retiring a Global Tableau Estate Ahead of a License Renewal
A multinational industrial group runs more than 1,200 Tableau dashboards across eleven business units, with an enterprise license renewal due in two quarters.