IGN-007 · DATA TRANSFORMATION 04 CAPABILITY AREAS ADVISORY · DELIVERY · TALENT
NOW ACCEPTING NEW ENGAGEMENTS

Trusted data. Ready for AI.

Data management and transformation. We strengthen data foundations, modernize data platforms, establish trusted governance and operationalize AI through advisory expertise, project-based delivery and specialized talent.

[ 01 ] THE DATA LIFECYCLE

FROM RAW DATA → AI IN PRODUCTION

Turn data and analytics priorities into measurable business outcomes.

Every AI initiative inherits the quality of the data underneath it. We work across the full lifecycle, from the platform that stores your data to the analytics that act on it, with governance running through every stage.

L0 · SPANS EVERY STAGE

Data Strategy & Governance

STRATEGY · OPERATING MODEL · STEWARDSHIP · RISK & CONTROLS
S1 · PLATFORMS

Data Platforms & Modernization

Ingest, integrate and store data on a modern cloud foundation.

INGEST · INTEGRATE · STORE
S2 · OPERATIONS

Data Operations & Enablement

Keep data accurate, traceable and adopted across the business.

CLEANSE · MASTER · TRACE
S3 · ANALYTICS

Reporting & Analytics

Turn trusted data into reporting, insight and forecasts.

REPORT · ANALYZE · PREDICT
→ OUTCOME

AI in production

Models and agents grounded in data you can trust.

SEE CUSTOM AI DEVELOPMENT →

[ 02 ] CAPABILITIES

04 AREAS · 19 SERVICES
D-01GOVERNANCE

Data Strategy & Governance

Set direction, ownership and controls so data is managed as a business asset.

  • Data strategy and roadmaps
  • Operating models
  • Governance frameworks
  • Ownership and stewardship
  • Risk and controls
D-02PLATFORMS

Data Platforms & Modernization

Build the modern, cloud-based foundation your analytics and AI run on.

  • Cloud data platforms
  • Modern data architecture
  • ETL-driven integration and engineering
  • Migration and modernization
D-03OPERATIONS

Data Operations & Enablement

Keep data accurate, traceable and adopted, day after day.

  • Data quality
  • Master data management
  • Metadata and lineage
  • DataOps and platform operations
  • Adoption and enablement
D-04ANALYTICS

Reporting & Analytics

Turn trusted data into reporting and insight people act on.

  • Business intelligence and reporting: static, ad hoc and interactive queries
  • Dashboards and data visualization
  • Descriptive, diagnostic, predictive and prescriptive analytics

[ 03 ] ANALYTICS MATURITY

04 RUNGS · HINDSIGHT → FORESIGHT
BUSINESS VALUE ↑
01 · DESCRIPTIVE What happened?

Reporting and dashboards on historical performance.

02 · DIAGNOSTIC Why did it happen?

Drill-down and root-cause analysis across sources.

03 · PREDICTIVE What will happen?

Forecasts and risk scores built on trusted history.

04 · PRESCRIPTIVE What should we do?

Recommended actions, optimization and AI-driven decisions.

HINDSIGHTCOMPLEXITY →FORESIGHT

Most organizations operate on rungs 01 and 02. We help you climb, and connect the top rung to production AI.

CUSTOM AI DEVELOPMENT →

[ 04 ] IN PRACTICE

DATA OPERATIONS LAYER
Illustrative data operations console showing pipeline health, data quality and lineage
ILLUSTRATIVE · F-01

Pipeline health, quality and lineage in one view.

The operating layer we stand up for clients: every pipeline monitored, every reported metric traced back to its source, and every quality rule owned by a named steward.

[ 05 ] HOW WE ENGAGE

03 MODELS · MIX AS NEEDED
M-01ADVISORY

Advisory expertise

Senior architects and strategists who assess your data estate, set the roadmap and design governance alongside your leadership.

BEST FORStrategy & design
M-02PROJECT

Project-based delivery

Scoped, outcome-driven programs such as platform migrations, MDM rollouts and BI builds, with clear milestones and handover included.

BEST FORMigrations & builds
M-03TALENT

Specialized talent

Data engineers, architects, analysts and stewards embedded in your team to add capacity and skills where you need them most.

BEST FORCapacity & skills
+ A1 + A2 + B1 + B2
CONTACT · IGN-CTA

Spark · your data transformation.