Platform Services · 03 Operate

Operate

Cloud Development · DevOps · Operator Interfaces · Observability · Governance

A platform is only as good as its uptime. Operate is how we deploy, run and continuously ship YantrAI in your environment — edge, cloud or HPC — and build the interfaces your operators actually use to review, approve and act. Built to scale with best-in-class observability and governance support.

Deploy
Run
Scale
What Operate Covers

Keeping the platform live, fast and trusted.

Deployment, delivery and the interfaces operators depend on — the part of "product-led services" that doesn't stop after go-live.

01

Cloud Development

We build highly available, scalable web applications using state-of-the-art design principles — consulting, design, development and deployment for new or transformed applications, containerized and GPU-ready across multi-cloud environments.

Microservice-Based Development

Python or Node.js development with Restify, Django, Django REST framework, Flask, Celery; SQL/NoSQL databases; monitoring via Prometheus/Grafana; messaging via Kafka/RabbitMQ.

Cloud Deployment

Selecting the right cloud partner and packaging/orchestration tool chain — GCP, AWS, Azure, Docker, Docker Swarm, Kubernetes, Helm.

02

DevOps

Continuous integration, release management, release automation and continuous deployment, so the platform ships faster and stays observable in production — leveraging best-of-breed tooling across the chain.

Process Consulting

Assessing current maturity across culture, process and tools, with tangible plans for adopting agile methodologies across the organization.

Continuous Integration / Deployment

Frequent collaboration across business, development, QA, production and operations — Jenkins, Ansible, Docker, Maven, Octopus, Sonar, Puppet.

03

Operator Interfaces (UI/UX)

The dashboards and review consoles operators use every day — where they see recommended actions, approve or reject a Tier 2+ plan, and watch autonomous actions unfold. Design and front-end engineering focused on clarity under alert pressure, not just aesthetics.

UI/UX Design

Design thinking for enhanced operator adoption and trust — Figma, Sketch, Adobe Illustrator, Webflow, Zeplin, Photoshop.

Front-End Development

High-performance, consistent front ends across devices — HTML5, CSS3, Bootstrap, JavaScript, React, Angular, Vue.

04

Observability

An environment you can't see into is one you can't run at scale. We instrument every layer we deploy — metrics, logs and traces across compute, storage and network — so operators know what's happening before a ticket tells them.

Metrics & Dashboards

Prometheus and Grafana across compute, storage and network, with dashboards built around the KPIs and alarms operators actually act on.

Logging & Tracing

Centralized logs and distributed traces (OpenTelemetry) across every service, so a slow request or failed job gets root-caused in minutes, not a war room.

05

Governance

Running YantrAI in your environment means every action, model and config change has to be accountable — who did it, when, and why. Governance is built into Operate, not bolted on after go-live.

Access Control & Audit Trail

Role-based access control and a full audit trail across every deployment, configuration change and platform action.

Versioning & Rollback

Every config, model and pipeline version tracked and reversible — infrastructure and config as code with Terraform and Ansible, rolled back in minutes if a change misbehaves.

Technology

The Operate technology stack.

Front End
HTML5 / CSS3BootstrapJavaScriptReactAngularVue.js
Backend & Data
DjangoSpring BootCeleryMySQLMariaDB
Containers & Orchestration
DockerKubernetes
Monitoring, Observability & Messaging
PrometheusGrafanaOpenTelemetryRabbitMQ

Let's run YantrAI in your environment.

Edge, cloud or HPC — let's talk about what Operate looks like at your scale.

Talk to Us info@iktara.ai www.iktara.ai