Strategic diagnostic · 4 minutes
Score your enterprise data journey.
Strong data foundations compound into better decisions, trusted reporting, operational efficiency, new revenue — and, yes, AI that actually ships in production. An 8-dimension assessment anchored in 100+ enterprise engagements. Honest benchmarks, concrete gaps, a scoped next move.
Why this matters
Your data foundation is the investment. The outcomes are the returns.
Trusted reporting, self-serve analytics, reverse ETL into operations, real-time decisions, compliance lineage, cost-attributed FinOps, production AI, autonomous AI agents — every one of these is something strong data maturity enables, and weak data maturity blocks. They compound. The organization that builds the foundation captures all of them. The one that skips to AI alone captures none.
The outcomes
What strong data maturity unlocks
Each of these is a real downstream capability your data foundation powers. Most organizations want all of them — and get blocked on the same small set of dimensions we score in the assessment.
Trusted Reporting
Dashboards leaders actually believe. Exec reviews on shared numbers, not competing spreadsheets.
Self-serve Analytics
80% of business questions answered without a ticket. Data team freed up for platform + AI.
Reverse ETL
Data flowing back into Salesforce, HubSpot, Marketo, and product — so insights drive action.
Real-time Decisions
Streaming analytics and operational intelligence on live data, not yesterday's batch.
AI & ML in Production
Models that ship, get governed, monitored, and retrained. Not pilots that stall at 80%.
AI Agents
Autonomous workflows chaining models + retrieval + tools. Only viable on clean data with governance.
Compliance & Lineage
Audit evidence without a fire drill. Regulatory reporting that a machine, not a person, generates.
FinOps & Cost Control
Every workload has a cost owner. Portfolio-level decisions about spend, not per-team guesswork.
This assessment tells you which of the above are in reach today, which are a quarter away, and which require foundational work first. You leave with a data maturity stage, an AI readiness score, and a per-dimension roadmap — all tailored to your industry.
How it works
24 answers to a real roadmap in 4 minutes
Based on 100+ enterprise engagements across healthcare, finance, retail, manufacturing, insurance, and logistics. The scoring model is the same one our consultants use in week-one diagnostics.
Pick your industry
Benchmarks and recommendations tailor to your vertical — not a generic quiz.
Answer 24 questions
Three per dimension. 4-minute completion. Your answers autosave if you drop off.
See where you stand
Your maturity stage, an AI readiness score, and a radar showing per-dimension strengths and gaps.
Unlock the roadmap
Dimension-by-dimension next steps, tailored to your industry, delivered to your inbox.
The 8 dimensions
End-to-end — strategy through AI
The 8 dimensions cover the full lifecycle of enterprise data. Each one is valuable on its own; together they determine how far your organization can take any data-driven initiative, AI included.
Strategy
Operating model, exec sponsorship, investment thesis.
Governance
Ownership, contracts, quality, compliance, lineage.
Ingestion
Source coverage, freshness, CDC, vendor sprawl.
Transformation
Modeling discipline, CI/CD, dev/prod parity.
KPIs & Metrics
Single source of truth, definitions, contracts.
Analytics & Reporting
Self-serve, semantic layer, latency to insight.
AI & Models
Eval rigor, feature store, production ratio, governance.
Operations & Support
SLAs, observability, incident response, on-call.
Ready to see where you stand?
4 minutes. Executive-grade diagnosis from a team that's shipped the full data lifecycle — not just the AI demo.