Smarter.AI …powered by Qlik
Smarter.AI is a collection of services and solutions designed to close the gap between the data your organisation holds and the AI outcomes you want to achieve. It sits within Differentia Consulting’s Smarter.BI Solutions suite, extending beyond traditional analytics to address a challenge that every AI-ambitious business faces: AI is only as good as the data you give it.
Meaningful AI Solutions Start with Meaningful Data
Data has always been imperfect. Scattered across documents, emails, and reports. Field names that label rather than explain. Metadata that is incomplete, inconsistent, or absent entirely. For years, human analysts filled these gaps with prior knowledge, common sense, and context that was never written down because it never needed to be.
AI has changed that. Those gaps still exist, but the person who used to bridge them has been replaced by machines that cannot.
AI can infer meaning from context, but only when that context exists, is coherent, and is consistent. When it isn’t, AI fills the gaps with its best guess, or subtly answers a different question than the one you asked. It does so confidently, coherently, and inaccurately.
The gap between the answer it gave and the answer you needed is not a quirk to accept in the name of adoption. It is a liability, and it is where many AI projects have quietly failed.
Meaningful AI solutions require data that carries its own context: a semantic contract that guides understanding, ontologies that define how concepts relate to one another, metadata that defines rather than labels, and governance structures that ensure those definitions are consistent, maintained, and trusted. When data is interpolated this way, AI’s outputs become something a business can actually rely on.
Smarter.AI exists to get organisations there — systematically, measurably, and at scale.
AIRA — Know Exactly Where You Stand
The centrepiece of the Smarter.AI suite is AIRA: Differentia Consulting’s AI Readiness Assessment.
AIRA is a structured, scored assessment of a Qlik application’s readiness for AI consumption. It evaluates your app’s metadata data across five dimensions, producing a composite AI Readiness Index alongside a granular breakdown that tells you not just where you stand, but precisely what needs to change and why.
Every AIRA engagement delivers the same four-part pack:
AIRA Report — A scored, visualised report generated from the AIRA Qlik application. Shows your composite AI Readiness Index and a pillar-by-pillar breakdown across all five assessment dimensions.
Methodology & Scoring Guide — A reference document explaining each pillar and sub-score: what it measures, how it is derived, and what the scale means. Your team can interpret results independently, without needing to come back to us.
Results Summary & Action Plan — A written summary of findings: your most critical gaps, a prioritised list of recommended actions, and indicative effort and impact ratings.
DC AIRA Certification — Where an application meets or exceeds the AI Readiness threshold, a Differentia Consulting AIRA Certified badge is issued, valid for 12 months and renewable via annual re-assessment. It is a tangible, stakeholder-facing outcome: independent proof that a specific application is genuinely fit for AI use.
AIRA begins with a complimentary pilot — a full assessment of one application, at no cost and with no commitment required. It is the fastest way to understand where your AI readiness currently stands.
From Assessment to Action
An assessment without a clear path forward is just a report. AIRA is designed as a diagnostic that flows directly into managed delivery.
Every assessment produces a prioritised action plan. Differentia Consulting’s managed services implement those actions — from semantic layer remediation and data governance implementation through to security hardening and scheduled re-assessments that track maturity over time.
Progress is measurable at every stage. Re-assessments track improvement against the original baseline, giving stakeholders clear evidence that investment in data readiness is translating into genuine AI capability.
Who It’s For
Smarter.AI is built for organisations that are serious about AI but honest about where they are today.
Business and transformation leaders who have invested in AI tooling and are not seeing the returns they expected.
Qlik customers looking to extract more value from their existing investment by ensuring their applications are structured for the next generation of AI-powered analytics.
Data and analytics leaders who need to demonstrate that their data estate is fit for the AI use cases the business is pursuing and can evidence that to stakeholders.
IT and data engineering teams who suspect their semantic layer, metadata, or governance structures are not where they need to be, and want a clear, prioritised view of what to fix first.
