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AI Platform Engineering & MLOps

The infrastructure that keeps AI fast, affordable and observable once real users depend on it.

A demo works on a laptop. Production needs routing between models, caching, monitoring, version control for prompts, cost limits and a plan for when a provider goes down. That is the layer we build.

We can run everything in your cloud account or on private servers, with secrets management and audit logs your security team can review.

AWSAzureGoogle CloudDockerKubernetesLiteLLMLangfuseOllama
What’s included
  • Model Gateway, Routing & Caching
  • Vector Database & Retrieval Infra
  • Prompt Versioning & Management
  • Evaluation Pipelines & Benchmarks
  • Drift & Quality Monitoring
  • Cost Controls & Usage Dashboards
  • CI/CD for AI Pipelines
  • Private / Self-Hosted Models
  • Secrets, Access & Audit Logging
  • Incident Runbooks & Support
Where it pays off

Typical use cases

01

SaaS companies

Serve AI features to thousands of users with predictable latency and cost.

02

Regulated businesses

Keep data in-region with private model hosting and full audit trails.

03

Teams with many AI tools

Put one gateway in front of every model so costs and quality are tracked in one place.

04

Growing AI products

Catch quality drops before customers do with automated evaluations.

Delivery

How we deliver MLOps

Free discovery call

We learn your business, goals and the tasks that eat your team’s time.

Scoped proposal

A fixed scope, timeline and price, with the KPI we will move.

Build & test

Weekly demos on real data, with guardrails and testing built in.

Launch & support

Go live, train your team and keep improving with monthly support.

FAQ

MLOps: common questions

Can you host open-source models on our own servers?
Yes. We deploy models such as Llama, Mistral or Qwen on your servers or GPU cloud when privacy or cost makes that the better choice.
How do you control AI usage costs?
With caching, routing cheaper models to simple tasks, per-team budgets and dashboards that show spend by feature.
Do you provide ongoing support?
Yes. We offer monthly support with monitoring, incident response and regular model and prompt updates.
Next step

Talk to us about MLOps

Book a free call and we’ll show what this could look like for your business, with a rough timeline and price.

  • Contact personVarinder
  • Emailcontact[@]aiscroll.com
  • Office#09, Anand Vihar, Peer Baba Road, Baltana, Zirakpur, Mohali, Punjab 140604

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