Commercial practice · AI and data platforms
Anant designs, builds, improves, and runs the systems that carry AI and real-time data into production. The engagement follows the platform lifecycle, not a vendor's product sheet.
Book a 30-min reviewThe service map
A new initiative, a migration, an unstable runtime, and an operating gap need different first moves. They still need one architecture and one accountable handoff.
Define the outcome before selecting the stack.
We work with business and technical leaders to identify goals, user stories, constraints, feasibility, complexity, and the infrastructure already in the way. The output is a prioritized roadmap, scope, and decision record.
Goals · constraints · architecture · roadmapMove the platform without losing the services around it.
A data move is also an application, security, operations, and handoff move. We map each component, choose online, offline, or hybrid paths, automate repeatable work, and train the team that will own the destination.
Data · services · security · automationFind the failure mode, then leave an operating method behind.
Health checks, backup and restore, alerts, logs, security patching, performance tuning, and root-cause analysis are treated as one operating system. Your team gets the runbooks and reporting process, not just the repaired incident.
Health · recovery · observability · performanceOne team accountable for the platform, not three vendors blaming each other.
We support platforms with architecture, engineering, DevOps, DataOps, monitoring, troubleshooting, and knowledge transfer. The scope follows the business service and its operating risks, not a single product boundary.
Runtime · escalation · metrics · knowledgeHow an engagement starts
What must keep working, who depends on it, and what failure costs.
People, process, information, platform, constraints, controls, and current handoffs.
An assessment, a repair, a migration path, or a bounded build with an owner and an exit condition.
Regional teams