Building an intent layer for high-value interactions.
UVINEN is positioning itself as a dedicated verification engine for digital products where the quality of each interaction matters more than the volume. The opportunity is to create a shared, licensable layer that can serve multiple verticals while remaining centrally maintained and continuously improved.
Why an intent engine is valuable now
Platforms struggle with the same structural problem: they can verify who a user is and how they behave, but they rarely have a reliable way to assess how serious someone is about moving forward. This creates friction, wasted cycles and lower satisfaction for users and teams.
- Rising demand for higher-quality, lower-noise interactions.
- Increased focus on trust and safety in consumer and B2B products.
- Platforms seeking differentiation beyond yet another matching algorithm.
- Appetite for specialised, externalised infrastructure layers.
What the UVINEN platform will include
- A cloud-hosted verification engine accessible via a secure API, designed to sit behind existing products without altering their front-end.
- Configurable policy surfaces so platforms can adapt how the engine’s decision signal is applied inside their own flows.
- Observability and reporting focused on interaction quality, not just volume or growth.
The core invention governs how UVINEN interprets and structures input around intent. That internal method is protected and not disclosed here. The commercial product is the engine, the API surface and the service around it: onboarding, configuration and ongoing support.
Commercial approach and current status
- Primary revenue model: B2B licensing and usage-based SaaS.
- Pricing to reflect value per interaction and per-integration rather than simple seat-based charging.
- Initial focus on a small number of pilots in dating, marketplaces or matching products to prove lift in interaction quality.
UVINEN is pre-MVP and pre-revenue. The invention, brand and core positioning are defined, and an initial patent application has been filed. The next milestones are: MVP engine build, first pilot integrations and external validation of uplift in key interaction metrics.
How investors and partners can work with UVINEN
- Capital: Seed or pre-seed investment to fund MVP build and early pilot programmes.
- Pilots: Running intent-verification experiments on defined user flows, with clear success metrics.
- Advisory: Input from product, data and trust & safety leaders to guide the most impactful early integrations.
To explore any of these paths, email contact@uvinen.com with a short introduction and how you see a potential fit. A more detailed overview deck and technical outline can be shared under NDA.