Work with me
I help teams turn product problems into working software.
I am available as a contractor or B2B partner when a team needs hands-on ownership across product decisions, implementation, and measurement.
Where I can help
Product engineering
I turn an unclear brief into a production release. Depending on the problem, I can own the interface, API, data model, internal workflow, or the whole slice.
- Web products and APIs
- Internal workflows and automation
- Production delivery and maintenance
Applied AI systems
I build AI features people can use in production, with retrieval, tools, evaluations, and product controls designed into the system.
- Retrieval and tool use
- Evaluation systems
- AI product integration
Growth engineering
I take ownership of the product work behind organic growth. That includes search architecture, reusable content routes, measurement, and the releases needed to improve them.
- Search and content architecture
- Programmatic page systems
- Analytics and attribution
How the work connects
The product and its growth loop should share one system.
I work through one loop so search demand, software, and product data inform the next decision.
- 1
Find the signal
Start with search demand, user behavior, or a product bottleneck.
- 2
Shape the system
Turn the evidence into a clear product and content architecture.
- 3
Ship the change
Build the interface, API, workflow, or page system.
- 4
Measure what happened
Use search and product analytics to decide what changes next.
Proof of work
Read the work behind the offer
The case studies cover product delivery, applied AI, release systems, and measured organic growth. Each one explains what I owned and what I can show publicly.
- Product engineeringStrategyBridgeAI GmbH
Strategy Console, from concept to production
I took Strategy Console from an early concept to production across its interface, services, analytical workflows, and releases.
- Applied AINakafa
Inside Nina's source-backed tutoring system
Nina is Nakafa's AI tutor. It combines source-backed retrieval, explicit learning capabilities, tool use, and deterministic evaluations.
A useful engagement starts with
- A focused product or growth problem with a clear owner on your side.
- Access to the people, product context, and measurement needed to make sound decisions.
- A practical first scope, followed by continued delivery when the partnership is working well.
Tell me what you are trying to build or improve.
The email draft asks for the project, timeline, and budget range so we can quickly see whether the fit is right.
Start a conversation