AI-Native Engineering

Engineering teams that integrate AI into real products.

We integrate AI into your product and engineer the backend, cloud, and infrastructure to keep it running. Built by senior engineers who ship to production - across software teams that need AI to actually work, not just demo.

Book a call

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Ship

Ship AI to production. We engineer the integration, the backend, and the infrastructure that makes AI features actually work.

How it works

How we ship AI in production

Analyzing Workflow

To get an idea of what can be automated

Bottlenecks

15+ issues found

85% repeated tasks

Communication Gaps

Needs to be automated

Time consumption

Missed Deadlines

30% Missed Deadlines

Step 1.

Discovery & Architecture

We map your problem, audit your stack, and design the integration. Where AI fits, where it doesn't, what to ship first, and how it scales.

Integrations

Seamlessly integrates with your tools

Project Management
Sync tasks and updates with project management tools:
Request more
Team Communication
Share workflow updates directly in chat apps.
Request more
Sales Tools
Streamline your sales pipeline with AI.
Request more
Customer Support
Automation to your customer chat systems.
Request more

Step 2.

Build & Integrate

Senior engineers build the AI features and the backend, cloud, and infrastructure that runs them. AI-native tooling means we ship faster.

Updates

keep functions runs smoothly

New

Improved

Fixed

July 2025 update

List of updates we made in July.

Slack integration is now available

Dark mode is now available

30% Faster Loading

Bottleneck Detection added

Better Calendar Sync

AI deadline insights

2FA Security Fixes

Step 3.

Deploy & Iterate

We don't disappear at handoff. Production support, monitoring, cost optimization, and ongoing engineering as you scale.

Our solutions

What we build

AI Feature Integration. OpenAI, Anthropic, Gemini integrated into your product through clean APIs - with proper error handling, cost controls, and observability. We treat AI like any other production dependency.

User query received

LLM processing

Response delivered

User query received

LLM processing

Response delivered

User query received

LLM processing

Response delivered

Contract.pdf
Extracted: 12 clauses
Invoice_2026.pdf
Sales manager
Kate
Business Development

Agreement.pdf
Summary generated
Email_thread.eml
Sentiment: Neutral
Badger
SEO specialist

Resume.pdf
Skills extracted
Report_Q4.pdf
Indexed for search
Julie
Copywriter

Document Intelligence. Extraction, classification, summarization, and semantic search across PDFs, contracts, emails, and forms. Built on embeddings and LLMs, deployed in your cloud.

Contract.pdf
Extracted: 12 clauses
Invoice_2026.pdf
Sales manager
Kate
Business Development

Agreement.pdf
Summary generated
Email_thread.eml
Sentiment: Neutral
Badger
SEO specialist

Resume.pdf
Skills extracted
Report_Q4.pdf
Indexed for search
Julie
Copywriter

Document Intelligence. Extraction, classification, summarization, and semantic search across PDFs, contracts, emails, and forms. Built on embeddings and LLMs, deployed in your cloud.

Contract.pdf
Extracted: 12 clauses
Invoice_2026.pdf
Sales manager
Kate
Business Development

Agreement.pdf
Summary generated
Email_thread.eml
Sentiment: Neutral
Badger
SEO specialist

Resume.pdf
Skills extracted
Report_Q4.pdf
Indexed for search
Julie
Copywriter

Document Intelligence. Extraction, classification, summarization, and semantic search across PDFs, contracts, emails, and forms. Built on embeddings and LLMs, deployed in your cloud.

AI-Powered Workflows. Customer support automation, document pipelines, content moderation, intelligent routing. We identify the workflow, build the system, and integrate it with your existing tools.

MCP & AI Infrastructure. MCP servers, agent infrastructure, prompt management, evaluation pipelines. The unglamorous infrastructure that makes AI features work reliably at scale.

MCP Server

Available tools...

Connected services

Database query

File system

API connector

Calendar

Vector search

Code interpreter

Custom tools

MCP Server

Available tools...

Connected services

Database query

File system

API connector

Calendar

Vector search

Code interpreter

Custom tools

MCP & AI Infrastructure. MCP servers, agent infrastructure, prompt management, evaluation pipelines. The unglamorous infrastructure that makes AI features work reliably at scale.

MCP Server

Available tools...

Connected services

Database query

File system

API connector

Calendar

Vector search

Code interpreter

Custom tools

REQUESTS

2.4M

SUCCESS

99.8%

ERRORS

0.2%

API Gateway
850ms
Auth Service
120ms
Database & Cache
45ms
Vector Store
230ms
LLM Provider
1.2s

Backend & Cloud Engineering. Python, Django, FastAPI on AWS with PostgreSQL, Docker, and Kubernetes. The foundation underneath every AI product we ship — we don't outsource the engineering.

REQUESTS

2.4M

SUCCESS

99.8%

ERRORS

0.2%

API Gateway
850ms
Auth Service
120ms
Database & Cache
45ms
Vector Store
230ms
LLM Provider
1.2s

Backend & Cloud Engineering. Python, Django, FastAPI on AWS with PostgreSQL, Docker, and Kubernetes. The foundation underneath every AI product we ship — we don't outsource the engineering.

REQUESTS

2.4M

SUCCESS

99.8%

ERRORS

0.2%

API Gateway
850ms
Auth Service
120ms
Database & Cache
45ms
Vector Store
230ms
LLM Provider
1.2s

Backend & Cloud Engineering. Python, Django, FastAPI on AWS with PostgreSQL, Docker, and Kubernetes. The foundation underneath every AI product we ship — we don't outsource the engineering.

Customer

Frontend · Backend · Infra

Full-Stack Product Development. End-to-end product builds for AI and non-AI projects. Backend, frontend, integrations, infrastructure. We can build the whole thing — not just the AI feature.

Customer

Frontend · Backend · Infra

Full-Stack Product Development. End-to-end product builds for AI and non-AI projects. Backend, frontend, integrations, infrastructure. We can build the whole thing — not just the AI feature.

Customer

Frontend · Backend · Infra

Full-Stack Product Development. End-to-end product builds for AI and non-AI projects. Backend, frontend, integrations, infrastructure. We can build the whole thing — not just the AI feature.

Case study

`Selected work`

Fintech. AI pipeline for processing royalty agreements at scale. Extracted financial terms and contractual obligations from unstructured legal documents into structured data — feeding directly into valuation models and tax calculations. Production deployment on AWS.

selective focus photography of people sits in front of table inside room

people sitting on chair in front of laptop computers

a man wearing a headset sitting in front of a computer

Fintech. AI pipeline for processing royalty agreements at scale. Extracted financial terms and contractual obligations from unstructured legal documents into structured data — feeding directly into valuation models and tax calculations. Production deployment on AWS.

Benefits

Why CloudInfinity

Engineering Depth

Real backend, cloud, and infra under every AI feature.

Engineering Depth

Real backend, cloud, and infra under every AI feature.

Engineering Depth

Real backend, cloud, and infra under every AI feature.

Production-Ready

Code that runs under real load. Not just PoCs.

Senior Team

Engineers longer than AI has been mainstream.

Production-Ready

Code that runs under real load. Not just PoCs.

Senior Team

Engineers longer than AI has been mainstream.

AI-Native Speed

We use AI tools internally to ship faster.

Cost-Conscious

We engineer with unit economics in mind.

AI-Native Speed

We use AI tools internally to ship faster.

Cost-Conscious

We engineer with unit economics in mind.

Full-Stack

AI is the specialty. We can build the whole product.

Full-Stack

AI is the specialty. We can build the whole product.

Full-Stack

AI is the specialty. We can build the whole product.

Testimonial

What clients say

Nicholas Moran, P.G.
Environmental Consultant
"Vikas wrote brand new code, provided it to me, and took the time to explain how it works and what was keeping me stuck. It is such a pleasure to know that there are people out there like Vikas who will take time to pass on their knowledge."
Verified Upwork Client
Python Backend API
"They developed a feature in Python in our existing codebase and delivered an elegant solution. Communication and technical skills are top-notch. Highly recommended."
Verified Upwork Client
Cloud Scaling Project
"They did an amazing job with the scaling problem. Great communication, fast solutions, and their expertise improved our bot considerably."
Mark Mottershead
Founder, Muon Media Ltd
"Vikas developed software for us to gather results from an online marketplace and present them in Excel — a real time-saver. Communication was great, and I highly recommend his work."
Verified Upwork Client
Django + Azure AD Project
"The most knowledgeable team I have worked with on Upwork. They respond quickly, and the work quality is very high."

Nicholas Moran, P.G.
Environmental Consultant
"Vikas wrote brand new code, provided it to me, and took the time to explain how it works and what was keeping me stuck. It is such a pleasure to know that there are people out there like Vikas who will take time to pass on their knowledge."
Verified Upwork Client
Python Backend API
"They developed a feature in Python in our existing codebase and delivered an elegant solution. Communication and technical skills are top-notch. Highly recommended."
Verified Upwork Client
Cloud Scaling Project
"They did an amazing job with the scaling problem. Great communication, fast solutions, and their expertise improved our bot considerably."
Mark Mottershead
Founder, Muon Media Ltd
"Vikas developed software for us to gather results from an online marketplace and present them in Excel — a real time-saver. Communication was great, and I highly recommend his work."
Verified Upwork Client
Django + Azure AD Project
"The most knowledgeable team I have worked with on Upwork. They respond quickly, and the work quality is very high."

Nicholas Moran, P.G.
Environmental Consultant
"Vikas wrote brand new code, provided it to me, and took the time to explain how it works and what was keeping me stuck. It is such a pleasure to know that there are people out there like Vikas who will take time to pass on their knowledge."
Verified Upwork Client
Python Backend API
"They developed a feature in Python in our existing codebase and delivered an elegant solution. Communication and technical skills are top-notch. Highly recommended."
Verified Upwork Client
Cloud Scaling Project
"They did an amazing job with the scaling problem. Great communication, fast solutions, and their expertise improved our bot considerably."
Mark Mottershead
Founder, Muon Media Ltd
"Vikas developed software for us to gather results from an online marketplace and present them in Excel — a real time-saver. Communication was great, and I highly recommend his work."
Verified Upwork Client
Django + Azure AD Project
"The most knowledgeable team I have worked with on Upwork. They respond quickly, and the work quality is very high."

Pricing

How we engage

Project-Based

Custom

Defined scope, fixed deliverables

Get a quote

Features Included:

Scoped quote upfront

Milestone-based delivery

Fixed timeline & budget

Best for one-time builds

4-week to 6-month engagements

Project-Based

Custom

Defined scope, fixed deliverables

Get a quote

Features Included:

Scoped quote upfront

Milestone-based delivery

Fixed timeline & budget

Best for one-time builds

4-week to 6-month engagements

Project-Based

Custom

Defined scope, fixed deliverables

Get a quote

Features Included:

Scoped quote upfront

Milestone-based delivery

Fixed timeline & budget

Best for one-time builds

4-week to 6-month engagements

Dedicated Team

Monthly retainer

Engineering capacity that ships with you

Discuss engagement

Features Included:

Senior engineers embedded

Acts as extension of your team

Per-engineer monthly rate

Best for ongoing roadmaps

Minimum 3-month engagement

Recommended

Dedicated Team

Monthly retainer

Engineering capacity that ships with you

Discuss engagement

Features Included:

Senior engineers embedded

Acts as extension of your team

Per-engineer monthly rate

Best for ongoing roadmaps

Minimum 3-month engagement

Recommended

Dedicated Team

Monthly retainer

Engineering capacity that ships with you

Discuss engagement

Features Included:

Senior engineers embedded

Acts as extension of your team

Per-engineer monthly rate

Best for ongoing roadmaps

Minimum 3-month engagement

Recommended

Strategic Retainer

Reserved capacity

Maintenance, scaling, advisory

Talk to us

Features Included:

Reserved monthly engineering hours

Production support & monitoring

Architecture & advisory

Best for live products

Flexible scope month-to-month

Strategic Retainer

Reserved capacity

Maintenance, scaling, advisory

Talk to us

Features Included:

Reserved monthly engineering hours

Production support & monitoring

Architecture & advisory

Best for live products

Flexible scope month-to-month

Strategic Retainer

Reserved capacity

Maintenance, scaling, advisory

Talk to us

Features Included:

Reserved monthly engineering hours

Production support & monitoring

Architecture & advisory

Best for live products

Flexible scope month-to-month

Comparison

Most AI consultancies vs CloudInfinity

Most AI consultancies

CloudInfinity

Traditional way

Prompt engineering with no production depth

Demos and PoCs that never ship

Outsource the actual engineering work

"Works on my laptop" mindset

AI-only specialists, no full-stack depth

Disappear after the demo

No backend or cloud expertise

Generic prompts, no domain context

Cost overruns from inefficient APIs

One-off engagements, no maintenance

Notch automation

Backend, cloud, and AI by senior engineers

AI features running in production

We are the engineering team

Containerized, monitored, observable

Full-stack: AI, backend, cloud, frontend

Long-term partnership and maintenance

Deep backend and cloud foundation

Domain experience: fintech, edtech, retail

Cost-conscious by design

Reserved retainer support post-launch

FAQs

Frequently Asked Questions

Got a specific question? Contact us

Are you a dev shop or an AI consultancy?

What if I just need backend or cloud work, no AI?

How is this different from hiring offshore developers?

Do you work with our existing stack or insist on yours?

Can you handle data privacy and compliance for regulated industries?

What's a typical engagement size?

Ready to ship AI in production?

Let's talk about what you're building, what's blocking it, and how we can help.

Book a discovery call

Send us a brief

Ready to ship AI in production?

Let's talk about what you're building, what's blocking it, and how we can help.

Book a discovery call

Send us a brief

Ready to ship AI in production?

Let's talk about what you're building, what's blocking it, and how we can help.

Book a discovery call

Send us a brief