SOLUTIONS / BUSINESS FIRST

Data solutions designed around a decision to improve.

Pretoria BI covers the full path: collection, quality, analysis, dashboards, automation, predictive work and delivery. But every engagement starts with the business problem.

SOLUTION / 01

Decision dashboards

Typical situation

When the numbers exist but do not tell the same story.

Possible deliverables

  • Power BI / Tableau dashboard design
  • Semantic models, DAX, Power Query, Tabular Editor
  • KPIs, executive views and documentation
  • Advanced and controlled Excel reporting

Technical capabilities

Power BITableauExcelDAXPower QueryTabular EditorOLAP

Technology is chosen around the need, not the other way around.

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SOLUTION / 02

Reporting & automation

Typical situation

When teams repeat the same exports, checks and consolidation every week.

Possible deliverables

  • Python / Excel automation
  • API and file-based data collection
  • Quality checks, exports and notifications
  • Recurring refresh and scheduled tasks

Technical capabilities

PythonPandasExcelOpenPyXLXlsxWriterAPIsScheduling

Technology is chosen around the need, not the other way around.

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SOLUTION / 03

Analysis & performance

Typical situation

When you have data but not yet a clear answer to the business question.

Possible deliverables

  • EDA and data preparation
  • Segmentation, cohorts and trends
  • Hypothesis testing and A/B testing
  • Decision-oriented reporting

Technical capabilities

PythonPandasNumPySciPyStatsmodelsJupyterA/B Testing

Technology is chosen around the need, not the other way around.

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SOLUTION / 04

Data & integration

Typical situation

When data is spread across multiple tools, formats or databases.

Possible deliverables

  • API, file and permitted web-data ingestion
  • ETL / ELT pipelines and validation
  • SQL, PostgreSQL and NoSQL
  • Data Warehouse / Data Lake, OLTP / OLAP

Technical capabilities

SQLPostgreSQLNoSQLETL/ELTAPIsData QualityDW / Data Lake

Technology is chosen around the need, not the other way around.

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SOLUTION / 05

Predictive & data applications

Typical situation

When you want to forecast, score or make an analysis directly usable by a team.

Possible deliverables

  • Baselines, feature engineering and validation
  • Regression, classification, clustering and scoring
  • SHAP interpretation, limitations and recommendations
  • FastAPI services, Streamlit / Dash apps and deployment

Technical capabilities

Scikit-learnXGBoostLightGBMCatBoostOptunaSHAPFastAPIStreamlitDockerGitAWS

Technology is chosen around the need, not the other way around.

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WHITE LABEL

Need a data partner behind the scenes?

Available for agencies, consultants and integrators, with scope, confidentiality and responsibilities defined upfront.

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PRETORIA AIINTELLIGENCE AGENT
LOCAL MODE

Do not share passwords, API keys or sensitive data.