Enterprise AI, Data & Software Engineering Services

Azati is an enterprise AI and software engineering company serving clients in North America and Europe since 2002. We design, build, and operate AI systems, data platforms, and custom software for regulated and operationally complex industries — life sciences, banking and finance, insurance, energy, infrastructure and construction, retail and logistics, and manufacturing. Every engagement is delivered by dedicated engineering teams under defined SLAs.

Jump to engagement options

Enterprise AI Services

We help enterprises move from scattered AI experiments to governed, production-grade AI systems. Our Enterprise AI services cover the full lifecycle: strategy, engineering, integration, and managed operation.

AI Consulting AI strategy, use-case discovery, and readiness assessment for enterprises. We audit your data, processes, and existing AI tools, prioritize use cases by ROI, and deliver an implementation roadmap — including consolidation plans for fragmented "AI zoo" environments with overlapping tools and no governance.

Agentic AI Engineering Design and development of AI agents and multi-agent systems that execute business workflows end to end — reading documents, calling internal systems, and completing multi-step tasks with human oversight. Built with the evaluation, guardrails, and audit trails that regulated environments require.

AI Integration Services Integration of LLMs and AI services into your existing software, data, and security stack. We connect models to CRMs, ERPs, document stores, and internal APIs, and consolidate disconnected AI tools into a single governed architecture with unified access control and cost visibility.

Managed AI Ongoing operation of production AI systems combined with redesign of the business processes around them. Includes monitoring, model and prompt updates, cost control, and process KPIs tracked under an SLA — so AI keeps delivering measurable value after launch, not only at the demo.

Gen AI & Advanced ML Engineering Custom generative AI and machine learning engineering: model selection and fine-tuning, ML pipelines, recommendation and forecasting systems, and the MLOps infrastructure to train, deploy, and retrain models at enterprise scale — in the cloud or in your private environment.

LLM Development Services End-to-end development of LLM-based solutions: retrieval-augmented generation (RAG), fine-tuning, prompt and evaluation pipelines, multilingual capabilities, and secure deployment. We build LLM systems that answer from your content accurately — and can prove it with measurable evaluation results.

Computer Vision & OCR Computer vision and OCR solutions that digitize documents, drawings, and visual workflows. Typical applications: engineering document digitization, invoice and form processing, and visual quality control — turning paper-bound and image-bound processes into structured, searchable data.

AI MVP Development Fixed-scope development of a working AI product in weeks, not months. We validate your concept with a production-grade MVP — data pipeline, model, and interface — architected to scale into a full system without a rewrite when the business case is proven.

Data Engineering

Reliable AI starts with reliable data. Our Data Engineering services prepare, govern, and modernize enterprise data so analytics and AI initiatives run on solid foundations.

AI Data Readiness

Assessment and preparation of enterprise data for AI initiatives: data quality audits, labeling and enrichment strategy, access design, and pipeline architecture. The goal is simple – LLM and ML projects that start on reliable data instead of stalling in cleanup.

Data Strategy & Governance

Cloud Data Science

Data Modernization & Migration

BI, Reporting & Predictive Analytics

Legacy-to-AI Modernization

Modernization of legacy systems into AI-ready architectures: code and database migration, API enablement, and embedding AI capabilities directly into existing enterprise applications – so modernization budgets produce AI capability, not just newer versions of the same system.

Quality Assurance & AI Testing

Manual and automated quality assurance for enterprise software, plus specialized testing for AI systems: LLM output evaluation, regression suites for models, hallucination and safety testing, and performance testing under production load.

Vibe Coding Engineering

Engineering discipline for AI-assisted development. We take AI-generated prototypes and vibe-coded applications and turn them into secure, maintainable production software – with proper architecture, code review, testing, and security hardening.

DevOps, DevSecOps, MLOps & FinOps

CI/CD, infrastructure as code, security automation, ML deployment pipelines, and cloud cost optimization – one engineering practice covering the full operations spectrum from commit to production to invoice.

UX/UI Design

Product and interface design for enterprise software and AI applications: design systems, complex-workflow UX, and interaction patterns for AI-driven features such as search, agents, and copilots.

Client testimonials

They are good and accountable. They will work with us to resolve issues.

Beth Bergeron Sr. VP of Operations & Technology, DOXA Insurance

What might take me three or four days to figure out how to do, Azati can do in a couple of hours because of their existing knowledge.

Axel Sturmann IT Manager, Venstar Exchange

The process of developing synthetic antibodies and aptamers involves analyzing large data. The old process took 2,640 minutes. Azati was able to reduce that down to 30 minutes, which is phenomenal.

Tom Caltagirone Owner, Aptagen

They integrated AI solutions directly into our sales process, communicated effectively, and adjusted quickly to changing situations. The lead-scoring system helped us grade leads with real potential, and automation cut our manual labor and increased team productivity.

Liza Sudareva CMO, LoveMobile

Their most impressive attribute is their high level of knowledge in their field. They have a lot of experience in building web-based apps. Azati built our first website and helped us design and develop our e-commerce website. We don’t need anyone else – they are exactly who we need.

Natasha Vasilev President, GeoLytics

We’ve released all solutions of the finest quality and free of errors. We worked with a really dedicated team, always thinking about high-quality service. Their work sped up our process and completed the project in a quarter of the time.

Artem Semenko CEO, DigitalSuits

Technology-focused services

Deep engineering expertise in the platforms enterprise systems are built on.

Java Modernization

Modernization of enterprise Java applications: version upgrades, monolith-to-microservices decomposition, performance tuning, and integration of AI capabilities into Java-based systems.

Python AI Development

Python development for AI, data, and backend systems – the core language behind our LLM, machine learning, and data engineering work.

Rapid Prototyping in Ruby

Rapid product and AI MVP development for teams building on Ruby on Rails – from validated prototype to production system.

.NET Modernization & SharePoint Migration

.NET application modernization and SharePoint migration services for enterprises consolidating and updating Microsoft-based ecosystems.

Industry-specific services

Azati works with industries where generic solutions fail. That is, where software carries regulatory, financial, or physical-world consequences.

Life Sciences & HealthTech

Azati builds software and AI engineering for healthcare providers, digital health companies, and life sciences organizations. We focus on telemedicine platforms, healthcare workflow automation, AI-assisted document processing, clinical data management, medical imaging, and regulatory-aware software development with HIPAA and GxP considerations.

Healthcare workflow automation: AI-assisted automation for patient intake, clinical documentation, medical records processing, and healthcare operations.
Medical imaging & AI diagnostics: computer vision and machine learning solutions supporting medical image analysis and diagnostic workflows.

Learn more

Engagement & Delivery

How we scope, staff, and deliver: from discovery and estimation to production support, with transparent process and defined checkpoints at every stage.

AI-Powered Extended Team

Engineers who join your team with an AI-augmented delivery toolkit — extending your capacity in weeks instead of months of hiring, and bringing our internal AI tooling and practices with them.

SLA-Driven Managed Team

A dedicated team managed by Azati under defined SLAs. We own delivery outcomes — velocity, quality, and uptime commitments — not just seat count.

Frequently asked questions

Azati provides enterprise AI services (consulting, agentic AI, LLM development, integration, managed AI), data engineering, custom software engineering (including legacy-to-AI modernization, QA, DevOps, and UX/UI), and technology-specific services for Java, .NET, Python, and Ruby platforms.

Azati specializes in life sciences and healthtech, banking and finance, insurance, infrastructure and construction, energy, retail and logistics, and manufacturing — industries with regulatory requirements and operationally complex workflows.

Yes. AI integration and legacy-to-AI modernization are core services. We connect AI capabilities to existing CRMs, ERPs, and internal systems, and consolidate fragmented AI toolsets into a single governed architecture rather than adding another disconnected tool.

Through two primary models: an AI-Powered Extended Team that augments your own engineering organization, or an SLA-Driven Managed Team that owns delivery outcomes end to end. Both are described on our Engagement & Delivery page.

Please use the general inquiry form. Describe your project or problem in a few sentences; our team reviews every inquiry and responds with a concrete next step.

Last updated

2026-07-23

Got a job for Azati? Let’s talk business!

Full Name^*

Email^*

Your request^*

Upload additional information or RFP

Browse files

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

What's next?

1. Tell Us Your Story

Describe your project. We come back within 24 hours with team availability and a rough plan. NDA on request before the first call.
2. Get Your Roadmap

Receive a detailed proposal with scope, team composition, timeline, and costs tailored to your goals.
3. Start Building

Azati aligns on details, finalize terms, and launch your project with full transparency.