Intelligent recommendations
Hybrid system (collaborative filtering + content) suggests the right product for each customer. Direct lift in adoption via AI-guided cross and up-selling.
With MyDatAgent's AI Ecosystem, you don't just see the past. You automate ETL, converse with your Data Lake in real time, and predict your next portfolio move — with the governance and security your CISO demands.
Results achieved from implementing DataOps, BI Analyst, and MLOps agents across Brazilian mid-market companies.
Hybrid system (collaborative filtering + content) suggests the right product for each customer. Direct lift in adoption via AI-guided cross and up-selling.
Sales effort directed to leads with high predictive potential instead of spray-and-pray. Marketing and sales spend less to close more.
Automated pipelines eliminate consolidation work. Your BI team goes back to analysis — instead of copying Excel to Excel.
Three specialist agents, each with its own role — communicating via A2A to deliver from raw data to executive decision.
The end of manual data work. Applies the Medallion Architecture (Bronze → Silver → Gold) with Airflow, dbt, and Python.
No more waiting days for reports. The agent connects directly to your Data Lake (BigQuery / Postgres) via SQL — and answers in natural language.
Knowing what happened is table stakes. Knowing what's coming next is the edge. ML applied directly to your portfolio.
The processing layer that separates data-driven companies from Excel-trapped ones. Implemented via Airflow + dbt + Python, with governance and lineage at every stage.
Collects raw and inconsistent data from multiple sources — CRMs, ERPs, NPS, scattered spreadsheets. No cleaning, with timestamp and lineage.
Automated pipelines apply business rules: deduplication, normalization, cross-source joins, derived metric calculation. All tested and versioned.
Data structured, enriched, and ready for consumption by the BI agent, ML models, and executive dashboards. The gold of your data lake.
Result: your centralized Data Lake, updated in near real time with 100% governance — ready for the BI agent to converse with and ML models to train on.
The window into the ecosystem for finance and product leaders. Live admin panel — portfolio performance, gaps, contextual recommendations, and predictive churn alerts.
Score combining frequency, recency, diversity, and hours used. Identifies the "Active Explorers" and the "Selective Veterans".
AI identifies new product opportunities based on unmet business pain points. Product roadmap becomes a testable hypothesis.
The dashboard suggests the next product/service for each customer — maximizing LTV via hybrid-model-guided cross-selling.
Real-time flagging of accounts with declining engagement — red/yellow/green semaphore with triggers for your sales team.
We treat your spreadsheets, ERPs, and CRMs with the rigor of a financial institution. Nothing leaves the country. Nothing trains public models.
Your dedicated VPC in a Brazilian datacenter. Zero exposure to international public APIs. Native LGPD compliance, with data residency and tenant isolation.
Your company's data is never used to train third-party models. SLMs run isolated in your VPC — you own the context, inference, and audit trail.
Unified SSO, granular control of who queries what, LGPD rules enforced via Guardrails (DLP and PII). CPF and sensitive data never appear in prompts or responses.
Most mid-market companies have the data but don't have the architecture to turn it into intelligence. A structured Data Lake, tested pipelines, recommendation models, and a predictive dashboard don't happen by accident.
MDA Consulting designs and implements the entire pipeline. We map your sources (CRMs, ERPs), build Medallion ETL pipelines, train recommendation and churn models, and deliver a production-ready predictive dashboard your CFO can use from day one.