From Natural Language to Verified SQL: The Role of the Semantic Layer
BI Copilots succeed not because of the LLM brand but because of a mature semantic layer. How to build a real natural-language analytics architecture.
Articles from the BIART team on data management, business intelligence, cloud and banking technologies.
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BI Copilots succeed not because of the LLM brand but because of a mature semantic layer. How to build a real natural-language analytics architecture.
In 2026 the LLM debate inside banks has shifted from cloud to on-prem. A practical comparison of three engines, GPU budget and compliance.
CentraQL is not a rule engine. It is a Data Trust Platform plus a banking-compliant, natural-language AI BI Copilot. What problem does it solve, and how?
Most self-service pilots shine and then stall on the way to enterprise scale. A practical scaling plan: catalogue, certification, training, telemetry.
The three pillars of a modern big-data platform: open-table-format lakehouse, real-time streaming, vector stores. Design decisions for 2026.
Data quality is not a one-off project; it is a programme of measurement, ownership, thresholds and escalation. The framework that makes it operational.
What does analytics mean inside a modern bank? A practical 2026 reference covering layers, regulation, lakehouse, real-time and AI patterns.
In March 2026 the KVKK Board issued comprehensive guidance on AI applications. Alignment with the EU AI Act, explicit consent, automated decision-making and a practical LLM checklist.
Data quality is not an abstract goal — it is governed across six measurable dimensions: accuracy, completeness, consistency, timeliness, uniqueness, validity. Concrete metric formulas and the tooling around them.
PSD3 is maturing in Europe, Türkiye’s Open Banking is in its second year, Azerbaijan has published its own framework. The decisions banks must make on APIs, consent and real-time payments.
By 2026 AI agents have moved from demo to production. Five practical scenarios — from support triage to financial reconciliation — and the architecture decisions that matter.