CentraQL3 min read
CentraQL ComplianceProfile: Moving Regulation Into Runtime
Compliance is not a policy document — it is code enforced at runtime. How CentraQL's ComplianceProfile and EgressGuard pull regulation into the runtime.
Blog
Insights on data, intelligence and transformation
Articles from the BIART team on data management, business intelligence, cloud and banking technologies.
CentraQL
Cloud Architecture3 min read
Lakehouse: Uniting the Data Lake and Warehouse in One Layer
For years the data lake and the data warehouse were two separate worlds and data was copied twice. The lakehouse collapses that duality into one layer with open table formats.
Banking & Finance3 min read
Real-Time Fraud Scoring in Banking: Latency Budget and Architecture
Before a card transaction is approved, the fraud score must come back in 100 milliseconds. Here is how that budget is spent and how the architecture is built.
Business Intelligence3 min read
The Semantic Layer: Where Everyone Speaks the Same KPI
Two executives walk into a meeting with two different 'active customer' counts, and both are right. The semantic layer is the architecture that ends that expensive chaos.
Data Management3 min read
Data Contracts: Tying Pipeline Reliability to an SLA
A data contract turns the unspoken expectation between producer and consumer into a written agreement and brings surprise pipeline breakage close to zero.
CentraQL3 min read
CentraQL LoRA Fine-Tune: Adapting to Banking Language in 4 Weeks
A generic 7B model often confuses 'tahsis' with 'allocation' instead of 'underwriting'. The practical plan to teach a model the bank's vocabulary with LoRA.
CentraQL3 min read
CentraQL KPI Anomaly Detection: A Threshold + Z-Score Hybrid
Watching 200 banking KPIs purely with rules — or purely with ML — never holds. The CentraQL hybrid approach.
CentraQL3 min read
The CentraQL AI BI Copilot Pipeline: 11 Stages of Auditable SQL
From a natural-language question to an answer the regulator can read: every stage of the CentraQL Copilot pipeline, what gets logged, and why hallucination risk is zero.
Data Management3 min read
A Data Quality Trust Score: A Measurable Business Metric
Data quality is debated in every meeting and nobody quotes the same number. Trust Score gives the business one metric and the regulator a piece of evidence.
Technical Deep Dive3 min read
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.
AI & Machine Learning3 min read
On-Prem LLM Strategy for Banks: Ollama, vLLM and TEI
In 2026 the LLM debate inside banks has shifted from cloud to on-prem. A practical comparison of three engines, GPU budget and compliance.
CentraQL3 min read
What is CentraQL — and What Does It Do?
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?