Strategy and execution.In one expert team.
alpLytics closes the gap between concept and delivery. From first strategic framing to complete handover to your team.
Most projects do not fail on tools, they fail on handoffs.
Strategy often ends before implementation starts. Implementation often starts without strategic clarity. That is where ownership, momentum, and impact are lost.
alpLytics closes this gap with one model: one team, one approach, one accountability chain from first analysis to final handover.
No concepts without delivery. No delivery without decision logic.
We work with methodological discipline, open technology choices, and a consistent focus on transferability.
ADET is our operational backbone.
Four phases, clear scope, verifiable outcomes.
Frame the decision and data reality
Clarify goals, decision points, and actual data constraints.
Define architecture and KPI logic
Set structure, ownership, and implementation priorities.
Build pipelines, models, and dashboards
Deliver robust implementation with transparent documentation.
Transfer ownership and operating know-how
Your team runs and evolves the solution independently.
Scientific grounding
ADET is grounded in proven CRISP-DM principles.
For ML cases, we extend with CRISP-ML(Q) practices where needed.
Method selection is use-case-driven, never tool- or vendor-driven.
Three source systems consolidated into one stable data layer, operated in-house without a support contract.
Reporting moved from manual to daily updates without proprietary platform lock-in.
First AI use case shipped to production with full handover to internal teams.
Open architecture with measurable outputs.
We do not build tool demos. We build reliable systems across the complete data-and-AI stack.
Data Ingestion
Unified ingestion from your operational systems.
No more manual exports. All sources flow together automatically.
Data Modeling
Consistent KPI and semantic layer.
Everyone on your team works from the same definitions and numbers.
BI & Reporting
Role-based dashboards for day-to-day decisions.
Decision-relevant information at a glance, updated daily.
AI & ML
Production models with monitoring and traceability.
AI that actually goes live and that you can explain to your stakeholders.
Deployment & APIs
Stable runtime in your environment.
Your solution runs in your infrastructure. No vendor, no dependency.
Governance & Documentation
Transparent accountability and auditable logic.
Who decided what and why. Traceable at any point.
Training & Enablement
Our core promiseYour team owns operations and further development independently.
After the project ends, you no longer need us. That is the goal.
We build for independence, not dependency.
Our success is not a long-term support contract. It is when your team runs and evolves the solution independently after the project ends.
Handover as core delivery
We document, train, and transfer completely. Not as an add-on, but as a dedicated project phase with clear acceptance criteria.
Open technology
No vendor lock-in, no proprietary platforms. What we build belongs to you completely.
Honest advice
If a project does not make sense, we say so. Even if it means declining a contract.
We deliberately make ourselves redundant. That is our measure of success.
Dominik Wörz, Founder, alpLytics
An interdisciplinary team with clear roles.
Depending on the project, we combine data engineering, analytics, data science, and execution consulting in one accountable working structure.
Dominik
Strategy & Delivery
Mathias
Data Engineering
Natalie
Data Science
Mario
AI & ML
Sebastian
Analytics
Rafael
Innovation
Dominik Wörz
Founder, alpLytics
I have seen too many strong strategies fail at handover. alpLytics is built to solve that structurally.
I own the continuity across all project phases: from strategic framing to technical handover into your team.
Plan a first conversationIf accountability should be end-to-end, let us talk.
In 30 minutes we assess whether ADET and our team setup fit your context.