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Development

From prototype to product.

A transparent view of what works today, where the limits are and which development steps come next.

Current status

A working prototype, ready for further testing.

Ascenta is being evaluated in controlled prototype tests. The reported 80.0% F1 score applies only to person detection in the documented setup; performance can vary with lighting, movement and surroundings.

The system is an assistive prototype, not a certified medical device, and does not replace a white cane, guide dog or established mobility support.

Availability and price: it is not for sale, there is no published price and no confirmed launch date. Future features are goals, not guarantees or binding offers.

Next steps

Focused development, measurable progress.

User testing

Validate in daily life

Run structured tests with people with visual impairments and document outcomes and failure cases.

Accessibility

Accessible setup

Evaluate TalkBack integration, auditory guidance and NFC pairing.

Evidence

Publish test quality

Document datasets, precision, recall, conditions and known limitations.

Hardware

Smaller and more robust

Improve efficiency, housing and everyday durability after validation.