AI + Machine Learning - Microsoft Solutions Partner | Cambay Solutions
AI + Machine Learning - Microsoft Solutions Partner | Cambay Solutions
Microsoft Azure AI

Intelligent Models & Cognitive Services
Powered by Azure AI.

Deploy production-ready AI — from GPT-4 powered Copilots to custom machine learning models — within your own secure Azure environment. Cambay helps US businesses harness the full power of Microsoft's AI platform without needing an in-house data science team.

✅ Microsoft Solutions Partner ✅ Azure AI Certified ✅ 100+ AI Deployments
10×
Faster Model Deployment
70%
Reduction in Manual Tasks
40%
Increase in Team Productivity
6wk
Avg. Time to First AI Win
What is Azure AI?

Enterprise AI Without the Data Science Team

Microsoft Azure AI is a comprehensive suite of intelligent services — from pre-built cognitive APIs to custom machine learning pipelines and GPT-4 powered Copilots. It lets any organisation embed AI into their products, processes and decisions at scale.

As a Microsoft Solutions Partner, Cambay designs and delivers AI solutions that are grounded in your own data, deployed within your secure Azure environment, and built to deliver measurable ROI — not just proofs of concept.

GPT-4 & Azure OpenAI
Document Intelligence
Cognitive Services APIs
Custom ML Models & MLOps
Microsoft Copilot Studio
Computer Vision & Video AI
Azure AI vs Building AI From Scratch
Time to Deploy
Weeks with Azure AI
Months of development
Data Science Team
Not required
Specialist hire needed
GPT-4 / LLMs
Native via Azure OpenAI
Expensive API dependencies
Security
Your Azure tenant, your data
Third-party data exposure
Cost Model
Pay-per-use, no GPU servers
High infra & team costs
Compliance
GDPR, ISO 27001 built-in
Manual compliance effort
Scalability
Auto-scales instantly
Requires infra planning
Business Challenges Solved

Is AI Feeling Out of Reach for Your Business?

Azure AI removes the barriers that stop most businesses from realising the value of artificial intelligence — cost, complexity and capability.

The Problem

Too Much Manual Document Processing

Your team spends hours every week manually keying data from invoices, contracts, purchase orders and forms into your ERP — slow, error-prone and a waste of skilled time.

The Solution

AI-Powered Document Intelligence

Azure Document Intelligence (Form Recogniser) extracts structured data from any document type — invoices, passports, contracts — with 95%+ accuracy, feeding directly into your ERP or workflow.

The Problem

Customer Service Overwhelmed by Repetitive Queries

Your support team fields the same questions hundreds of times a week. Response times are slow, costs are high and skilled agents are trapped in repetitive work instead of complex cases.

The Solution

Custom Copilot & AI Chat Agents

Cambay builds custom Microsoft Copilots grounded in your knowledge base — resolving 60–80% of common queries automatically, deflecting tickets and freeing agents for high-value interactions.

The Problem

AI Feels Risky — Data Privacy Concerns

You want to use GPT-4 and LLMs but are concerned about confidential business data being sent to third-party AI services and used for model training — a genuine compliance risk.

The Solution

Azure OpenAI — Your Data Stays in Your Tenant

Azure OpenAI Service gives you access to GPT-4 within your own private Azure subscription. Microsoft guarantees your data is never used for model training and never leaves your environment.

The Problem

No Visibility from Unstructured Data

Vast amounts of business intelligence is locked in emails, call recordings, PDFs, meeting notes and documents — unstructured data that traditional BI tools simply cannot analyse.

The Solution

Natural Language Analytics & Semantic Search

Azure AI and Azure Cognitive Search transform unstructured content into searchable, queryable insight — surfacing trends, sentiment and answers from your own documents and communications.

The Problem

Predictive Maintenance is Reactive

Equipment failures are detected only after they happen — causing unplanned downtime, expensive emergency repairs and missed production targets that erode margins.

The Solution

AI-Driven Predictive Maintenance

Azure Machine Learning trains predictive models on historical sensor and maintenance data — forecasting equipment failure days in advance, reducing unplanned downtime by up to 40%.

The Problem

AI Projects Fail to Reach Production

You've run AI pilots and proofs of concept — but they never make it to production. The gap between experiment and operational AI feels impossible to bridge without a data science team.

The Solution

MLOps — AI Built for Production

Cambay builds production-grade ML pipelines using Azure Machine Learning and MLflow — with automated retraining, model monitoring, A/B testing and CI/CD for AI that stays accurate over time.

Our Azure AI Services

Every AI Capability Your Business Actually Needs

From rapid deployment of pre-built cognitive APIs to bespoke ML models and enterprise Copilots — Cambay delivers the full Azure AI stack.

Azure OpenAI Service

Access the world's most advanced language models — GPT-4, GPT-4o, DALL·E and Embeddings — within your own private, secure Azure subscription. No data leaves your environment.

GPT-4 & GPT-4o

Deploy the latest OpenAI models for text generation, summarisation, classification, code generation and complex reasoning tasks.

Retrieval Augmented Generation

Ground GPT-4 responses in your own documents, SharePoint content and databases using RAG architecture for accurate, cited answers.

DALL·E Image Generation

Generate, edit and vary images programmatically — for product visualisation, marketing content and creative workflows.

Embeddings & Semantic Search

Convert content into vector embeddings for semantic search, recommendation engines and intelligent document retrieval.

Private & Secure Deployment

All Azure OpenAI instances are private to your Azure tenant. Microsoft commits that your data is never used for model training.

Prompt Engineering & Fine-Tuning

Cambay's AI engineers optimise prompts and fine-tune models on your domain data to maximise accuracy and relevance.

Microsoft Copilot Studio

Build custom AI Copilots grounded in your business data — deployed in Microsoft Teams, SharePoint, your website or customer portal — without writing a line of code.

Custom Copilot Builder

Create conversational Copilots that understand your products, policies, processes and customer data — using a no-code visual designer.

Teams & SharePoint Integration

Deploy Copilots directly into Microsoft Teams channels or as embedded chat widgets on SharePoint pages and external websites.

Grounded in Your Data

Connect Copilots to SharePoint, Dataverse, your ERP, your knowledge base and external APIs — so answers are always accurate and current.

Power Automate Workflows

Trigger multi-step business processes from conversation — raise a ticket, update a record, send a notification — all from a chat interface.

Analytics & Conversation Insights

Monitor Copilot performance, identify unanswered questions and continuously improve accuracy with built-in analytics dashboards.

Enterprise Security & Governance

Copilots inherit Microsoft 365 security — respecting existing permission boundaries so users only ever see data they're entitled to.

Azure Cognitive Services

Pre-built AI APIs for language, speech, vision and decision — ready to integrate into any application via REST API. Add AI capabilities in hours, not months.

Azure Translator

Real-time translation across 100+ languages — for customer communications, document processing and multilingual applications.

Speech-to-Text & TTS

Convert speech to text and text to speech with industry-leading accuracy — for call analytics, accessibility and voice interfaces.

Sentiment & Opinion Mining

Analyse customer feedback, reviews and support tickets for sentiment, intent and topic extraction at scale.

Entity Recognition & NER

Extract people, organisations, locations, dates and custom entities from unstructured text automatically.

Personaliser

Reinforcement learning API that selects the best content, offer or action to show each user in real time — improving conversion rates.

Content Moderator

Automatically detect inappropriate, offensive or legally sensitive content in text, images and video at scale.

Azure Machine Learning

Build, train, deploy and monitor custom machine learning models at scale — with full MLOps pipelines, experiment tracking and automated retraining built in.

AutoML

Automatically train and select the best ML algorithm for your dataset — classification, regression, forecasting — without manual tuning.

MLflow & Experiment Tracking

Log parameters, metrics and artefacts across training runs — compare experiments and promote the best model to production.

Automated ML Pipelines

Schedule retraining pipelines that trigger when new data arrives or model drift is detected — keeping predictions accurate over time.

Model Registry & Deployment

Register, version and deploy models as real-time endpoints or batch scoring pipelines — with one-click blue-green deployment.

Model Monitoring & Drift

Continuously monitor production models for data drift, prediction bias and performance degradation — with automated alerting.

GPU Compute Clusters

Scale ML training across CPU and GPU compute clusters on demand — paying only for training time with automatic scale-to-zero.

Computer Vision & Video AI

Teach your applications to see, understand and act on images and live video — for quality control, safety monitoring, retail analytics and beyond.

Object Detection

Detect and classify objects, defects and anomalies in images — deployed on the cloud or directly on edge hardware for real-time inspection.

Facial Recognition

Verify identity, detect age ranges and analyse facial expressions for security, access control and customer experience applications.

Azure Video Indexer

Extract insights from video content — transcripts, speaker identification, keyword extraction, sentiment and visual content analysis.

Spatial Analysis

Understand how people move through physical spaces — retail, warehouses, offices — to optimise layouts and improve safety compliance.

OCR & Text Extraction

Extract printed and handwritten text from images and PDFs with Azure Computer Vision's industry-leading OCR engine.

Safety & PPE Detection

Automatically detect PPE compliance, restricted zone breaches and safety incidents from live CCTV feeds on the factory floor.

Document Intelligence

Eliminate manual data entry from your finance, HR and operations teams. Azure Document Intelligence extracts structured data from any document — invoices, contracts, forms, passports — with enterprise accuracy.

Invoice Processing

Extract vendor, line items, amounts, VAT and payment terms from invoices of any format — feeding directly into your ERP or AP system.

Identity Documents

Validate and extract data from passports, driving licences and ID cards for KYC, onboarding and access control workflows.

Contract Analysis

Extract key clauses, dates, parties and obligations from contracts — for due diligence, compliance monitoring and contract management.

Custom Form Models

Train custom extraction models on your own document types — purchase orders, delivery notes, survey forms — in hours not days.

Table & Layout Extraction

Accurately extract tables, checkboxes and complex layouts from scanned documents, preserving structure for downstream processing.

ERP & Workflow Integration

Cambay integrates Document Intelligence output directly into Business Central, SAP, Dynamics 365 and Power Automate workflows.

Our AI Delivery Approach

From First Use Case to Production AI.

Cambay's structured AI delivery methodology moves you from idea to production-grade AI in weeks — not years — with measurable value at every phase.

01
AI Discovery
ip-icon-blue

Workshop to identify the highest-value AI use cases in your business, assess data readiness and define success metrics.

02
Data & Infrastructure
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Audit and prepare your data, configure Azure AI services, set up your Azure ML workspace and establish governance and security baseline.

03
Build & Train
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Develop, train and evaluate models or configure cognitive services. Iterative builds with weekly demos to ensure alignment.

04
Deploy & Integrate
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Deploy AI to production with full integration into your existing systems — ERP, CRM, Teams, SharePoint or web applications.

05
Monitor & Improve
ip-icon-red

Ongoing model monitoring, drift detection, retraining pipelines and performance reporting — AI that gets better over time.

Cambay built an Azure OpenAI-powered document processing solution that replaced a team of 6 people doing manual invoice keying. It went live in 8 weeks, processes over 3,000 invoices a day with 97% accuracy, and paid for itself within 4 months.
Finance Director · Distribution Business
3,000+
Invoices Processed Daily
97%
Extraction Accuracy
8wk
Delivery Timeline
4mo
Payback Period
FAQs

Common Questions About Azure AI

Have a question not answered here? Our AI consultants are ready to help.

Speak to an AI Expert

Absolutely. Azure AI is designed to be accessible at any scale. Pre-built Cognitive Services and Document Intelligence can be integrated without any data science expertise and are priced on a pay-per-use model — making them cost-effective even for SMBs. Cambay has delivered AI solutions for businesses from $5M to $500M turnover.

Yes. Azure OpenAI runs within your own private Azure subscription. Microsoft contractually guarantees that your prompts and data are never used to train foundation models and never shared with other customers. Data remains in your chosen Azure region and is subject to the same enterprise compliance controls as all Azure services.

ChatGPT is a consumer product operated by OpenAI on shared infrastructure. Azure OpenAI provides the same underlying models (GPT-4, GPT-4o) via a private, enterprise-grade deployment within your Azure tenant — with enterprise SLAs, GDPR compliance, private networking and no data sharing with OpenAI's training pipelines.

Simpler solutions — document processing, Copilot deployment, sentiment analysis — typically go live in 4–8 weeks. Custom ML models for predictive analytics or computer vision typically take 8–16 weeks depending on data availability. Cambay provides a fixed timeline and scope before any work begins.

Not necessarily. Azure AI handles both structured and unstructured data. Document Intelligence extracts data from messy PDFs and scanned documents. Azure ML includes data cleaning and feature engineering pipelines. Cambay's data readiness assessment identifies gaps and prepares your data as part of the project.

Yes. Cambay integrates Azure AI outputs with Business Central, Dynamics 365, SAP, Salesforce, SharePoint, Teams and bespoke applications via APIs and Power Automate connectors. The AI becomes part of your existing workflow — not an additional tool your team has to learn.

RAG is an architecture that grounds GPT-4 responses in your own specific documents and data rather than relying on its general training knowledge. This means the AI gives accurate, cited answers based on your policies, products and procedures — not hallucinated generalisations. Cambay builds RAG solutions using Azure OpenAI, Azure AI Search and your own document libraries.

Book a free AI Discovery session with Cambay. In a half-day workshop, our AI consultants will identify the 2–3 highest-value AI use cases in your business, assess your data readiness and produce a recommended roadmap with effort, cost and expected ROI for each use case.

Start Your AI Journey

Ready to Put AI to Work in Your Business?

Book a free AI Discovery session with a Cambay Azure AI consultant. We'll identify your highest-value use cases, assess your data readiness and give you a clear roadmap — at no cost and no obligation.

✓ No obligation  ·  ✓ Microsoft Solutions Partner  ·  ✓ AI Consultants

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Ready to Solve Your Next Business Challenge?

Start the conversation today and unlock measurable growth with Microsoft technology.

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