End-to-end data & AI capabilities
From strategy to production—we design, build, and operationalize the data infrastructure that powers modern enterprises. Every engagement delivers working systems, not just recommendations.
Data Foundation & Engineering
Build canonical data models, pipelines, and quality frameworks that make analytics and AI actually work. We create data infrastructure that scales with your business—not technical debt that slows it down.
- Data lake and warehouse architecture on AWS, GCP, or Azure
- ETL/ELT pipeline development with Airflow, dbt, and Spark
- Data quality monitoring and anomaly detection
- Real-time streaming with Kafka and event-driven architectures
AI & ML Implementation
Move from proof-of-concept to production. We build AI agents that actually work in enterprise environments, fine-tune models for your specific use cases, and create the MLOps infrastructure to keep everything running.
- Custom AI agents with Claude, GPT-4, and open-source models
- RAG systems with vector databases and semantic search
- LLM fine-tuning for domain-specific applications
- MLOps infrastructure with model monitoring and drift detection
Business Systems Engineering
Salesforce, HubSpot, NetSuite—integrated, automated, and aligned to your GTM motion. We bring engineering discipline to business systems: version control, CI/CD, automated testing, and proper release management.
- Salesforce implementation, customization, and optimization
- CPQ configuration and quote-to-cash automation
- Multi-system integrations (HubSpot, NetSuite, Marketo)
- DevOps for Salesforce: GitHub Actions, scratch orgs, CI/CD
Process & Operating Model Design
Before we touch systems, we map processes. We design operating models that clarify ownership, streamline decision-making, and create the governance frameworks that make change sustainable.
- As-Is / To-Be process mapping and gap analysis
- Enterprise Engineering operating model design
- Intake and prioritization frameworks
- Change governance and decision traceability (ADRs)
Analytics & Business Intelligence
Dashboards that drive decisions, not just display data. We build self-service analytics platforms with proper governance, semantic layers, and the training to make your team self-sufficient.
- BI platform implementation (Looker, Tableau, Power BI)
- Semantic layer design and metric governance
- Executive dashboards and operational reporting
- Self-service enablement and analyst training
Data Migration & Consolidation
M&A integrations, org consolidations, legacy modernization. We build migration frameworks that handle complexity at scale—with data quality profiling, relationship mapping, and rollback capabilities built in.
- Salesforce org consolidation and data migration
- M&A system integration and data harmonization
- Legacy system modernization and cloud migration
- CDC patterns and incremental sync frameworks
Flexible ways to work together
Whether you need strategic guidance, hands-on implementation, or ongoing support—we have an engagement model that fits.
Discovery & Strategy
A focused engagement to assess your current state, identify opportunities, and create a roadmap for transformation.
2-4 weeks | Fixed scope
- Current state assessment
- Architecture recommendations
- Prioritized roadmap
- Business case development
Project Delivery
End-to-end implementation of a defined scope—from architecture through deployment and knowledge transfer.
2-6 months | Milestone-based
- Full implementation team
- Architecture decision records
- Automated testing & CI/CD
- Documentation & training
Embedded Team
Our engineers work alongside your team on an ongoing basis—building capability while delivering results.
Ongoing | Monthly retainer
- Dedicated engineers
- Flexible capacity
- Knowledge transfer focus
- Team upskilling
From discovery to delivery
A proven process that delivers results while building your team's capability.
Discover
Understand your challenges, goals, and constraints
Design
Architect the solution with documented ADRs
Build
Implement with quality gates and testing
Deploy
Release with monitoring and rollback capability
Transfer
Document, train, and hand off to your team
Let's discuss your project
Every engagement starts with a 30-minute discovery call. No pitch deck—just a conversation about your challenges.
Schedule a discovery call