Data & AI
Modern data platforms, reliable analytics and high-impact AI—designed, built and operated with security, performance and scale.
What we’ll do — Data Platform
Data Strategy & Architecture
- Current-state audit & target data model
- Lakehouse/warehouse blueprint (medallion)
- Ingestion, storage, access & governance map
- TCO & scaling plan across clouds
ETL/ELT & Data Engineering
- Batch/stream pipelines & CDC
- dbt modeling with tests & docs
- Airflow/Dagster orchestration
- Data quality checks (GE/Soda)
Warehouses & Lakehouses
- Snowflake/Redshift/BigQuery design
- Delta/Lakehouse on Databricks
- Partitioning, clustering, Z-order
- Cost/perf optimization & caching
Data & Report Migration
- Legacy → cloud (DB/DW/files)
- Power BI/Looker/Tableau migrations
- Schema mapping & parity validation
- Cutover plan, rollback & sign-off
Analytics & BI
- Power BI/Tableau/Looker dashboards
- Semantic models & RLS
- Self-serve datasets & governance
- Experiment readouts & insights
Data Quality, Lineage & Catalog
- Rules, tests & anomaly detection
- Lineage & impact analysis
- Catalog & glossary (business terms)
- SLOs & freshness monitors
Security, Privacy & Compliance
- PII handling & de-identification
- IAM, VPC/Private Link, IP allowlists
- Policy-as-code & audits
- GDPR/ISO/SOC alignment
Performance & Cost Control
- Query/storage optimisation
- Autoscale, caching & clustering
- Unit economics & budgets
- Chargeback/showback reporting
Enablement & Adoption
- Runbooks & playbooks
- Training for analysts & engineers
- KT & handover workshops
- Support & maintenance plans
What we’ll do — AI Solutions
AI Strategy & Use Cases
- Prioritised use-case backlog with ROI
- Feasibility, risk & data readiness
- Pilot → scale roadmap & guardrails
- Build vs. buy guidance
Semantic Search & Knowledge
- RAG pipelines (chunking, rerank, hybrid)
- Connect SharePoint, Confluence, GDrive, Notion
- Vector stores & metadata filters
- Feedback loops & freshness rules
LLM Apps, Agents & Orchestration
- Tool/function calling & multi-step agents
- Workflow engines & guardrails
- Grounded prompts & context windows
- Human-in-the-loop escalation
Chatbots & Channel Integrations
- Web widget, mobile & in-app chat
- Slack/Teams/WhatsApp (via Twilio)
- Zendesk/Intercom/ServiceNow handoff
- Auth, SSO & CRM case sync
Computer Vision & Doc AI
- OCR, forms & document understanding
- Image classification & object detection
- Quality checks & defect detection
- Layout/receipt/invoice parsing
Speech & Multimodal
- ASR (speech-to-text) & diarization
- TTS/voice cloning for responses
- Real-time voice bots & call center AI
- Multimodal inputs (image/audio/video)
NLP & Language Intelligence
- Summarization, Q&A & extraction
- NER, sentiment & topic modeling
- Translation & content rewriting
- Policy/compliance redaction
Recommendations & Forecasting
- Personalisation & next-best-action
- Demand & churn forecasting
- Pricing & promo optimisation
- Anomaly/fraud detection
Copilots & Domain Integrations
- M365/Dynamics, Salesforce, ServiceNow
- VS Code/dev workflows & internal apps
- Email/docs/spreadsheets copilots
- Vertical copilots (support, sales, HR)
Realtime & Streaming AI
- Streaming context & outputs
- Event-driven triggers & SLAs
- Low-latency inference paths
- Voice & multimodal sessions
Safety, Privacy & Governance
- Moderation, PII redaction & hardening
- Jailbreak/prompt-injection defenses
- Data boundary & tenant isolation
- Model/feature access governance
MLOps, Serving & Evaluation
- Model registries & versioning
- CI/CD & A/B/canary for AI
- RAG & prompt evals (quality/citation)
- Drift, latency & cost monitors
Quality & delivery
Testing & Validation
- Pipeline unit/integration tests
- Contract/schema checks & golden sets
- AI evals (truthfulness, safety, UX)
CI/CD & DevOps
- Azure DevOps/GitHub Actions pipelines
- Infra as code (Terraform/Bicep)
- Blue-green & canary releases
Governance
- RBAC/ABAC, data contracts
- Lineage & approvals workflow
- Audits, policy enforcement
Reliability
- SLA/SLOs & on-call runbooks
- Alerting & auto-remediation
- Backup, DR & chaos drills
What you get
Architecture & Strategy
- Target architecture & patterns
- Roadmap & cost model
- Security/governance blueprint
- Migration/cutover plan
Pipelines & Models
- dbt models & docs
- ETL/ELT pipelines & tests
- Feature store definitions
- Model/APIs (batch & real-time)
AI Apps & RAG
- Chat/copilot apps & agents
- RAG pipelines & eval reports
- Guardrails & moderation
- Channel & CRM integrations
Analytics & Reporting
- Dashboards & semantic layer
- KPI catalog & data dictionary
- Report migration packs
- Usage & adoption guides
Docs & Enablement
- Runbooks & playbooks
- KT sessions & training
- Handover materials
- Support & maintenance plan
QA & Compliance
- DQ rules & lineage maps
- Access controls & audits
- Perf/cost reports
- Release notes & sign-off
KT, training and handover are included. Documentation is part of the work—not an afterthought.
How we work
- 01Discover
Goals, data landscape, risks & success metrics.
- 02Design
Target architecture, governance & roadmap.
- 03Build
Pipelines, models, RAG/agents & infra as code.
- 04Validate
Tests, AI evals, security & performance.
- 05Deploy
CI/CD, phased cutover & observability.
- 06Operate
SLA/SLOs, monitoring & cost control.
- 07Improve
Optimise, iterate & scale new use cases.
Tech & tools
Cloud Platforms
Azure (Synapse, Databricks, AML, ADLS)AWS (S3, Glue, EMR, SageMaker)GCP (BigQuery, Dataflow, Vertex AI)+ many more
Warehouses & Lakes
SnowflakeRedshiftBigQueryDelta LakeIceberg/Hudi+ many more
Ingest & Orchestration
AirflowDagsterFivetranKafka/Kinesis/PubSubStitch+ many more
Modeling & Quality
dbtGreat ExpectationsSodaDatafold+ many more
BI & Analytics
Power BITableauLookerLooker StudioMetabase+ many more
LLM & Frameworks
OpenAI / Azure OpenAIHugging FaceLangChainLlamaIndexAssistants/Tools+ many more
Vector & Search
PineconeWeaviateQdrantMilvusElastic/OpenSearchpgvector/FAISS+ many more
NLP & Vision
TransformersspaCyOpenCVTesseractAzure/Google/AWS Vision+ many more
Speech & Realtime
WhisperAzure SpeechAmazon Transcribe/PollyGoogle SpeechWebRTC/WS+ many more
MLOps & Observability
MLflowW&BKServe/SeldonBentoMLEvidently/Arize+ many more
Security & Governance
IAM/ABACPrivate Link/VPCKMS/Key VaultCollibra/Alation+ many more
DevOps & CI/CD
Azure DevOpsGitHub ActionsGitLab CITerraform/BicepDocker/Kubernetes+ many more
Ready to unlock value from your data with AI?
Tell us your goals—let’s design the platform and the models to deliver them.
Talk to the team