Azure Data & AI Practice — CC Conceptualise GmbH

10 High-Impact Azure AI Offerings

Production-grade Azure Data & AI engagements built by a certified Azure Solutions Architect Expert — from strategy to working systems, with enterprise security baked in from day one.

10+

Years Azure

15+

Certifications

50+

Projects

Fortune 500

Clients Served

Azure Data & AI Platform Build

A fully productionised, enterprise-grade Data & AI platform on Azure — scalable from day one, secured by design, and ready to power your data science and AI workloads.

What's Included

Azure Synapse Analytics + Data Lake Gen2 architecture design & provisioning
Azure ML Workspace setup with compute clusters & environment standardisation
Unity Catalog-style governance with RBAC, private endpoints & network isolation
CI/CD pipelines (Azure DevOps / GitHub Actions) for data & model deployments
Terraform IaC modules, monitoring dashboards & runbook documentation
Team onboarding sessions & architecture decision records (ADRs)

Technology Stack

Azure SynapseAzure MLData Lake Gen2TerraformAzure DevOpsPySparkAzure Monitor

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

6 – 10 Weeks

Book a Discovery Call

High Demand

Agent Platform

Azure AI Agents Landing Zone

A production-ready multi-agent orchestration environment on Azure — the secure, governed foundation your enterprise needs before deploying AI agents at scale.

What's Included

Azure AI Foundry (formerly Azure AI Studio) setup with agent hub & project isolation
Multi-agent orchestration via Semantic Kernel or AutoGen on AKS / Azure Container Apps
Secure tool/function registry with API Management gateway & rate limiting
Agent observability: tracing, token usage, cost tracking via Azure Monitor + App Insights
Guardrails layer: content filtering, prompt injection defence & hallucination mitigation
Reference agent implementation + developer playbook & team enablement workshop

Technology Stack

Azure AI FoundrySemantic KernelAutoGenAKSAzure OpenAIAPIMApp Insights

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

8 – 12 Weeks

Start the Conversation

RAG · Knowledge AI

Enterprise RAG Solution on Azure

Turn your internal knowledge base into a fully queryable, secure AI assistant — grounded in your data, not hallucinations. Purpose-built for regulated industries.

What's Included

Azure AI Search (vector + hybrid search) index design & ingestion pipelines
Azure OpenAI (latest GPT) or models via Azure AI Foundry (Anthropic, Mistral, etc.) — integration with grounding, citation, and source attribution
Document chunking strategy, embedding pipeline (ada-002 / text-embedding-3-large)
Multi-format ingestion: PDF, SharePoint, Confluence, SQL, Blob Storage
Evaluation framework: RAGAS metrics, relevance scoring & quality dashboard
Role-based data scoping (user only sees what they're entitled to)

Technology Stack

Azure AI SearchAzure OpenAIAzure AI FoundryLangChainAzure FunctionsCosmos DBRAGASSharePoint

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

5 – 8 Weeks

Get a Custom Quote

MLOps · Automation

Azure MLOps Pipeline Buildout

Stop shipping models manually. Get a fully automated, reproducible ML lifecycle — from experiment tracking to production serving — with enterprise-grade auditability.

What's Included

Azure ML Pipelines with component-based architecture & reusable step library
Automated model training, evaluation, registration & blue/green deployment
Data drift & model performance monitoring with automated retraining triggers
MLflow experiment tracking, model registry & lineage documentation
Online & batch inference endpoints with auto-scaling on AKS or Managed Endpoints
Full CI/CD integration, team training & MLOps maturity assessment report

Technology Stack

Azure MLMLflowAzure DevOpsDockerAKSPrometheusGrafana

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

4 – 7 Weeks

Accelerate Your ML Delivery

Fast Delivery

Governance · Security

Azure OpenAI Governance & Security

Deploy Azure OpenAI safely in regulated environments. A comprehensive governance layer that satisfies your CISO, your auditors, and your legal team — without slowing down innovation.

What's Included

Private Azure OpenAI deployment with VNet integration & no public internet exposure
Prompt & response logging with Azure Monitor, Log Analytics & SIEM integration
Content safety policies, PII redaction pipeline & custom blocklist configuration
Responsible AI policy documentation aligned with EU AI Act requirements
Token quota management, cost controls & per-team usage dashboards
Security audit report + recommendations for ongoing AI governance posture

Technology Stack

Azure OpenAIAzure SentinelEntra IDAPIMKey VaultAzure PolicyDefender for Cloud

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

3 – 5 Weeks

Secure Your AI Stack

Data Warehouse

Azure Synapse Analytics Accelerator

Modernise your data warehouse and analytics estate on Azure Synapse — replacing legacy on-prem systems with a cloud-native, cost-efficient architecture that actually performs.

What's Included

Synapse Analytics workspace design: Dedicated SQL Pool sizing & Spark pool configuration
Medallion architecture (Bronze / Silver / Gold) with Delta Lake on ADLS Gen2
ELT pipelines migrated from legacy SSIS / on-prem SQL to Synapse Pipelines
Power BI DirectQuery integration + semantic model layer & row-level security
Cost governance: auto-pause, workload management & reserved capacity planning
Migration runbook, data quality validation framework & go-live support

Technology Stack

Azure SynapseDelta LakeADLS Gen2Power BIPySparkAzure Data Factory

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

6 – 10 Weeks

Modernise Your Data Stack

Real-Time AI

Real-Time AI Inference Platform

Sub-100ms model serving at enterprise scale. A high-throughput, low-latency AI inference layer on Azure Kubernetes Service — for when batch processing isn't fast enough.

What's Included

AKS-based inference cluster with GPU node pools, Triton or TorchServe backend
Model optimisation: ONNX conversion, quantisation & TensorRT acceleration
Auto-scaling (KEDA) with traffic-based pod scaling and fallback routing
A/B testing & canary rollout framework for model version comparison
Latency SLO dashboards (p50/p95/p99), alerting & capacity planning runbook
Load testing suite + documented API contract for consuming teams

Technology Stack

AKSTriton ServerONNXKEDAPrometheusGrafanaAzure APIM

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

6 – 9 Weeks

Get Production-Grade Inference

Document AI

Intelligent Document Processing

Eliminate manual document handling. An end-to-end Azure AI pipeline that extracts, classifies, validates, and routes structured data from any document — at scale, with audit trails.

What's Included

Azure AI Document Intelligence custom model training for your document types
LLM enrichment layer using Azure OpenAI (latest GPT) or Azure AI Foundry models (Anthropic, Mistral, etc.) for unstructured fields, summaries & anomaly detection
Confidence scoring, human-in-the-loop review queue & exception routing
Downstream integration: ERP, CRM, SQL, SharePoint or custom REST APIs
Full audit trail per document with processing timestamps and operator actions
Accuracy benchmarking report & operational handover documentation

Technology Stack

Azure Doc IntelligenceAzure OpenAIAzure AI FoundryLogic AppsService BusCosmos DBPower Automate

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

4 – 7 Weeks

Automate Your Documents

Copilot · M365

Azure AI Copilot Factory

Ship your own branded AI assistant in weeks — not months. A custom Microsoft Copilot or Teams-integrated AI bot, grounded in your data and aligned to your workflows.

What's Included

Copilot Studio or Azure Bot Framework setup with custom skill architecture
Azure OpenAI backend with RAG-grounded responses from your knowledge sources
Teams, SharePoint & M365 integration with SSO via Entra ID
Conversation memory, session context & multi-turn dialogue management
Feedback loop: thumbs up/down, usage analytics & continuous improvement workflow
User adoption playbook, change management guide & admin documentation

Technology Stack

Copilot StudioAzure OpenAIAzure AI SearchTeamsEntra IDCosmos DB

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

5 – 8 Weeks

Build Your AI Assistant

Strategic Engagement

AI Strategy · Advisory

AI Readiness Assessment & Roadmap Sprint

Not sure where to start with Azure AI? This intensive 2-week engagement produces a board-ready AI strategy, a prioritised implementation roadmap, and a risk-qualified architecture blueprint — so your leadership can make confident, data-driven decisions before committing to a full build.

What's Included

Current-state assessment: data maturity, AI readiness & cloud architecture review
Use-case prioritisation workshop (business value vs. technical complexity scoring)
Azure AI architecture blueprint for top-3 priority initiatives
EU AI Act & GDPR risk assessment for planned AI use cases
12-month phased implementation roadmap with effort & cost estimates
Executive presentation deck (board/C-suite ready) + Q&A session

Ideal for

CDOs, CTOs or CIOs building their Azure AI strategy from scratch
Enterprises with AI ambitions but no clear starting point
Companies post-PoC looking to scale and productionise AI
Boards requiring risk & compliance clarity before AI investment approval
Scaleups preparing for Series B/C with AI as a differentiator

Technology Stack

Azure AI FoundryAzure OpenAIAzure SynapseEU AI ActGDPRArchitecture Review

Commercial model

Hourly billing or a fixed-price quote — we agree the model and scope together after discovery.

Timeline

2 Weeks · Intensive Sprint

Book the Sprint

Not sure which offer is right for you?

Every engagement starts with a free 30-minute discovery call. Bring your challenges — we'll tell you exactly which path makes the most sense, with honest timelines and realistic costs.

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No commitment · No sales pressure