We help the world's AI capacity get built, powered and explained.
The AI build-out is constrained by power, capital and public trust. Aidni exists to turn the megawatts a site can get into as much useful compute as possible, and to make the numbers behind it open to anyone who asks.
Karishma Mandal
Founder & CEO · Chief Architect
| Responsibility | Scope |
|---|---|
| Architecture | Designs the Facility Graph, the Observe/Propose agent interface and the platform security model. |
| Product | Sets the roadmap across Grid, Thermal, Conduit and Ledger. |
| Customers | Leads Site Assessments and design-partner engagements. |
| Partnerships | Owns technology partnerships, including autonomous cooling with FLUIX AI. |
| Company | Hiring, fundraising and operations. |
Karishma has spent a decade leading AI infrastructure development, working with teams building data centers, deploying compute hardware and applying AI models at scale.
At MuleSoft (Salesforce) she designed the agent interface for the company's MCP Server, arguing that agents needed only two capabilities, view and create, rather than the full set of eight operations on the table. That design shipped, and she wrote both its system design documentation and its public technical explanation.
She founded Aidni to build what she found missing across a decade of infrastructure work: one model of a facility that planning, operations and reporting all trust, and a safe way to let AI help run it. She leads product, architecture and partnerships.
| Company | Aidni |
|---|---|
| Founded | 2026 |
| Founder & CEO | Karishma Mandal |
| Field | AI infrastructure: data-center planning, operations and governed AI control |
| Stage | Design Partner Program, 2027 cohort |
| Contact | hello@aidni.us.com |
FLUIX AI
Technology partnerFLUIX's A.I.M.I. controller runs data-center cooling autonomously inside operator-set guardrails.
How we build and how we work.
Show the math
Every number we publish comes with its formula and inputs. If a reviewer cannot recompute it, it is not ready.
Small surfaces
The safest interface is the smallest one that does the job. Two verbs for agents. Read-only connectors. No life-safety actuation.
People approve
Software proposes, engineers decide. Aidni works inside your change process and alongside your licensed engineers.
Industry-scale judgment
Data centers are foundational infrastructure. We judge them, and help others judge them, with honest numbers at the scale they operate.
Founding team, now forming.
We are looking for engineers who have stood in a data hall and shipped production software. If that is you, write to us.
| Role | Scope |
|---|---|
| Founding platform engineer | Graph data modeling, connectors, MCP server. |
| Founding controls / OT engineer | BMS and EPMS protocols, site integrations. |
| Field infrastructure engineer | Electrical and mechanical systems; leads Site Assessments. |
Bring us one site. We will show you its real capacity.
A six-week Site Assessment maps the power envelope, the cooling design and the compute plan for one facility, delivered by the engineers who build the platform.