Groundline
How it worksStudioSafety
Open Studio
VISION-TO-ACTION AI CO-PILOT

See it. Ground it. Get it ready.

Groundline turns a camera snapshot and a simple goal into structured, reviewable digital assistance — always keeping you in control.

Open Groundline StudioExplore the Workflow
  • Explicit camera consent
  • You approve every action
  • AI and fixtures clearly labelled
Illustrative workflow previewGL-DEMO-2048
Sample product labelAurora Desk LampModel GL-DEMO-2048 · 12 VWarranty: 24 months

Model number

GL-DEMO-2048

Warranty

24 months

Draft: warranty registration (fictional)
Awaiting your approval
How it works

Five steps from what you see to what gets done

Capture and understanding work today. Grounding, action-preparation and the approval timeline are planned for later integration and are clearly marked.

Available

1.Capture

Give explicit permission, then take one still of a product label — or upload an image. Nothing is captured automatically.

Available · MOCK

2.Understand

Meta's vision model reads the visible details into structured fields you can review and correct. Available today in MOCK; LIVE once a real Meta response is verified.

Planned

3.Ground

The relevant region is highlighted so you can see exactly what informed the result.

Planned

4.Prepare

Groundline drafts a constrained, fictional digital action — never a real purchase or submission.

Planned

5.Review

You approve, edit, or reject every step. Approved actions are recorded in an audit timeline.

Safety first

Built to keep a human in the loop

Groundline is designed so you always know what it sees, what it's doing, and what it would do next — before anything happens.

Explicit camera consent

The camera only turns on when you ask it to, and stops when you leave. Frames are never streamed or uploaded automatically.

You stay in control

Every extracted field is yours to review, correct, or reject before anything moves forward.

No purchases, no real submissions

The demo never buys anything or submits to a real external service. Actions are fictional and require your approval.

AI and fixtures are labelled

A live model result is marked LIVE; a canned example is clearly marked MOCK. A fixture is never passed off as a real inference.

Credentials stay on the backend

No API key ever reaches the browser. The frontend holds no secrets of any kind.

Groundline

From what you see to what gets done — with your approval. A human-guided visual AI co-pilot.

How it worksOpen StudioSafety GitHub repository

Independent submission to the Meta Global AI Developer Hackathon 2026 — Indie Developer track. Not affiliated with, endorsed by, or sponsored by Meta Platforms or Cerebral Valley.

Built by Vikash Saravanan, founder of Logic Intelligence Technologies. This is an independent individual entry, not a company submission.

Status: under active construction during the event window · Apache-2.0.