AI Solutions on Azure
We design and build production-grade AI solutions on Azure. From AI interfaces for existing products to unstructured data processing, AI agents for business processes, and the Azure foundations needed to run them well, we help you unlock more value from what you already have. Every solution is built with enterprise security, compliance, and operational readiness from day one.
We have built all sorts of AI solutions. Here are a few examples of what we bring to the table.
AI Interface on Top of Your Existing Product
Add natural-language interfaces on top of your existing systems and SaaS products. A governed interface layer that connects to your data, business logic, and access controls.
Chat-with-Data on Azure
Build chat-with-data experiences that give business users grounded answers from the right data sources with clear access control and traceability.
AI Agents for Business Processes
Build AI agents for cross-system business workflows with approvals, audit trail, and production guardrails where they matter.
Unstructured Data Processing
Turn documents, emails, images, and other unstructured content into structured, actionable data using Azure AI services.
Microsoft AI Foundry & Azure OpenAI
Set up Microsoft AI Foundry and Azure OpenAI for production with the right model deployments, access controls, monitoring, and cost guardrails.
Boost Your Engineering Productivity with Agentic Tooling
We help engineering teams bring coding agents, review guardrails, test automation, and measurable AI-assisted workflows into real delivery work.
Why choose Mallow
Many organizations sit on powerful systems, rich data, and proven business logic that took years to build. The challenge is not replacing what works. It is unlocking more value from what is already there.
Mallow helps you apply AI where it matters most: turning complex systems into experiences people can actually use, extracting structure from unstructured data, automating real business workflows with AI agents, and putting the right Azure foundation underneath it all. We build solutions that meet enterprise requirements for security, compliance, and operational readiness from the start.
Our team has hands-on experience building AI solutions on Azure across industries, from AI interfaces for SaaS products to intelligent document processing, governed platform setups, and process-level automation. We understand both the technology and the organizational change required to make AI deliver real business impact.
How we work
We begin by understanding your current systems, data landscape, and the specific business problems where AI can make a measurable difference. No generic AI roadmaps. We focus on the scenarios that deliver the most value with the least risk.
From there, we design and implement in short iterations, validating with real users and real data at every step. Every solution is built on Azure with enterprise-grade security, proper access controls, and operational monitoring from day one.
We use AI agentic tooling throughout our own delivery process, from architecture design to code generation and testing. This means faster iterations and more time spent on the decisions that actually matter for your business.
Delivery foundations
- Regulatory compliance alignment
- Auditability and observability
- Security and guardrails
- Cost optimization for token use
- Governing AI solutions
Related insights
Building Production AI Agents with Semantic Kernel, .NET Aspire, and Azure OpenAI
Tomi Asp demonstrates how to build enterprise AI agents using Semantic Kernel, .NET Aspire, and Azure OpenAI — from plugins and tool calling to token management in production.
Mallow Podcast: Why Foundations Matter in the Age of AI
Jaakko, Teemu, and Juhana discuss why migrations, security, and cloud governance are back in focus — and what AI demands from your infrastructure.
How to Implement AI Right Now
Practical steps for organizations looking to adopt AI with Azure.
Related Cloud Journey stops
AI Solutions
Design and deliver governed AI solutions on Azure with security, observability, cost control, and a clear operating model from day one.
Data Platform
Build a modern data platform on Azure with data lakes, warehouses, and real-time pipelines for trusted, governed data.
Governance
Establish policies, cost management, and compliance frameworks that keep your Azure environment secure, compliant, and cost-efficient.
Monitoring
Gain full observability with Azure Monitor, Log Analytics, and Application Insights to detect and resolve issues before users notice.
Integrations
Connect systems and data flows with Azure Integration Services — Logic Apps, API Management, Service Bus, and Event Grid.