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Enterprise Data Science - Architecture

Transform raw historical records into actionable commercial foresight. Aurevon designs production-grade machine learning pipelines, predictive customer churn algorithms, and real-time recommendation engines deployed on Databricks and AWS on fixed USD milestone contracts.

Production Architecture

Series A-C SaaS scale-ups, fintech platforms, subscription e-commerce brands, and healthcare networks seeking empirical predictive intelligence to drive revenue.

Who Is It For

Series A-C SaaS scale-ups, fintech platforms, subscription e-commerce brands, and healthcare networks seeking empirical predictive intelligence to drive revenue.

Typical US Use Case

An Austin B2B subscription SaaS platform with 45,000 active accounts engaged us to identify churn risk factors. We engineered a gradient-boosted XGBoost predictive model that flagged at-risk accounts 45 days prior to contract renewal with 89.2% accuracy, allowing customer success to save $1.2M in ARR.

Enterprise Security

Engineered for high-concurrency US traffic surges, low-latency nationwide delivery, and resilient cloud uptime.

Compliance & Tech Considerations

Engineered with Python, Scikit-learn, XGBoost, and PyTorch on AWS us-east-1 and Databricks. SOC 2 Type II and CCPA compliant data anonymization, automated feature stores, and bias/fairness evaluation metrics.

Production Scale & Quantified Outcomes

Defensive data security protocols coupled with verified business results.

Verified Production Outcomes

Identified at-risk enterprise accounts with 89.2% accuracy 45 days in advance, increased retained annual recurring revenue by $1.2M, and automated weekly model retraining pipelines.

Verified Engineering Standards

Every milestone is governed by a fixed USD Statement of Work, unencumbered intellectual property assignment under US law, automated CI/CD suites, and weekly Friday staging deployments.

AWS US Multi-Region (us-east-1 & us-west-2) & SOC 2 Type II

Every platform is deployed with verified domestic US cloud hosting, automated CI/CD coverage, and strict compliance with SOC 2, HIPAA, and CCPA standards.

100% US Commercial IP Assignment & Fixed USD Milestone Quotes

Full Git repository ownership and commercial copyright transferred under US law with milestone disbursements in USD ($) via ACH or wire and zero retainers.

Frequently Asked Questions (United States)

Direct answers to questions US founders and engineering directors ask us before getting started.

How do your data science models prevent bias and ensure algorithmic fairness?+

We implement automated disparate impact audits and SHAP (SHapley Additive exPlanations) interpretability frameworks to verify that model predictions do not correlate with protected consumer characteristics.

Can your models operate in real time or are predictions calculated in batch?+

We support both paradigms: sub-50ms real-time API inference endpoints deployed via FastAPI and AWS ECS, or automated batch inference jobs writing to Snowflake or BigQuery.

How do you handle sensitive customer PII during data science model training?+

All personal records are tokenized and anonymized prior to ingestion into the feature store. We enforce strict role-based access control and KMS encryption compliant with CCPA and SOC 2.

How do your data scientists collaborate with US executive and engineering leadership?+

Our data scientists maintain full synchronous alignment with your business hours across ET, CT, MT, and PT, sharing model evaluation reports and participating in sprint reviews in Slack.

Who owns the trained model weights, feature engineering code, and datasets?+

Your organization retains 100% full unencumbered ownership of all feature engineering code, model weights, validation notebooks, and pipeline configurations under our US commercial MSA.

What payment options and tax documentation do you offer for US companies?+

We provide standard W-9 documentation, execute clear fixed USD milestone Statements of Work, and support domestic ACH bank transfers, Fedwire, and Net-30 enterprise billing.

Initiate US Technical Briefing โ†’