GeraLens Research
Ambient, camera-activated service discovery. Point your phone (or your AR glasses) at the world; act on what you see.Coming soon — join the waitlist
What GeraLens Will Be: Point, See, Do
A camera-activated ambient layer that recognises what you are looking at and surfaces the right Gera service — a restaurant becomes a reservation, a house becomes a cleaning quote, a car becomes a service booking.
2026-04-21 · 6 min read
ThesisWhy Visual Intent Will Eat Typed Search
Every camera-first behaviour on mobile (Snap, TikTok scan, Apple Visual Lookup) shows the trend. The unanswered question is whether the camera becomes the input layer for commerce. We think it does.
2026-04-21 · 8 min read
TechnicalGeraLens Architecture Sketch: From Pixel to Action
The pipeline from a camera frame to a committable service action — on-device visual embedding, cloud recognition, service matching via GeraNexus, consent-scoped execution.
2026-04-21 · 10 min read
ResearchOpen Questions: What Should a Camera Never See?
Privacy boundaries, facial recognition lines, intent detection without surveillance, consent of bystanders. Hard questions with no final answers.
2026-04-21 · 7 min read
PositioningGeraLens vs. Google Lens vs. Apple Visual Lookup: An Honest Comparison
Google and Apple’s lenses identify; they don’t yet transact. GeraLens is designed from the start for committable action. Where each wins.
2026-04-21 · 8 min read
TechnicalProtocol Deep-Dive: The Frame-to-Action Pipeline
Five stages from camera frame to committable action — gate, recognise, resolve, consent, commit.
2026-04-21 · 12 min read
VisionA World With Ambient Camera Commerce in 2030
What changes when the camera becomes the default input for transactional intent, and what stays permanently off-limits.
2026-04-21 · 7 min read
PositioningGeraLens vs. Snap Scan vs. Pinterest Lens vs. ARKit: Adjacent Projects Compared
Fair comparison with Snap, Pinterest, ARKit, MediaPipe, OpenMMLab.
2026-04-21 · 9 min read
ResearchFAQ: Common Objections to Ambient Camera Commerce, Answered
Surveillance risk, bystander consent, misidentification, accessibility — twelve objections answered.
2026-04-21 · 6 min read
RoadmapRoadmap Preview: GeraLens v0 to v1
Gate, recognition, consent, commit — phases, milestones, and open questions.
2026-04-21 · 4 min read