The concept is proven. We are making it the operating standard.
AI that operates data-center systems inside human-set guardrails already works in live facilities, from a 2 MW AI-ready site in Tennessee to Google's fleet. Aidni turns that proven pattern into a platform that covers the whole site lifecycle.
AI cooling control at hyperscale
Google first used machine-learning recommendations to cut the energy used for cooling by up to 40%, then moved to direct AI control with layered safety constraints and operator override.
A two-capability agent interface, shipped in enterprise software
Aidni's founder designed the agent interface for MuleSoft's MCP Server around two capabilities, view and create, instead of the eight operations originally proposed. It shipped and is supported today.
The cost of a staged interconnect: a 60 MW reference campus
A reference campus receives 60 MW in two 30 MW tranches. If second-phase GPUs arrive three months before second-phase power, the idle hardware loses about $60M of its useful life.
Taking the argument to the industry.
Karishma Mandal speaks and demos where AI infrastructure is being decided, from a panel at Tesla on compute for new data centers to Okta on access systems for people and AI agents.
An AI analytics tool that won on stage.
Karishma built and demonstrated Rosa, an AI analytics tool, live at HackerSquad's Hack Day at AWS, and it won. The tool reads a dataset, finds an anomaly, explains it, drafts a code change and waits for review before anything is applied: the same observe, propose, approve design Aidni brings to data-center analytics.
Why two verbs are enough →Every claim is labeled for what it is.
| Label | Meaning |
|---|---|
| Partner case study | A deployment by an Aidni technology partner, with results as reported by that partner. |
| Industry precedent | Published results from a third party that establish the approach works. |
| Founder precedent | Shipped work by Aidni's founder that the platform design builds on. |
| Modeled scenario | An illustrative calculation from public assumptions, not a customer. |
Be the next case study.
Design partners get a Site Assessment, direct engineering time and 50% off year-one Operate pricing. Their results, published with permission, become the platform's next proof point.