Oceanir / Physical inference

MODELManta, a world-class geospatial model

Physical inference for the world.

Oceanir uses evidence to work out what’s true about the physical world. We’re starting with geolocation and building toward understanding places and events from photos, video, and live sensor feeds.

Try geolocation free

Manta locating a photo: a parking-lot photo is dropped into the workspace, placed on the map, resolved to a street address and checked against Street View

Request

$ curl -X POST https://oceanir.ai/api/v1/geolocate \
  -H "x-api-key: $OCEANIR_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "image_url": "https://example.com/street.jpg",
        "depth": 2 }'

200 OK

{
  "success": true,
  "analysis_id": "example-analysis-id",
  "location": {
    "latitude": 45.77,
    "longitude": 4.8459,
    "country": "France",
    "city": "Lyon",
    "neighborhood": "6th arrondissement",
    "address": "Lyon, France"
  },
  "confidence": 0.79,
  "reasoning": "Street signage and architecture suggest Lyon. Confirm the area with independent evidence.",
  "visual_clues": [
    {
      "label": "French street signage",
      "detail": ""
    },
    {
      "label": "Stone facades",
      "detail": ""
    }
  ],
  "depth": 2,
  "timing_ms": 9120
}

01 / Geolocation · Recorded workflow

See why a location was suggested.

Check the clues, compare possible locations, and save your review. The estimate gives you a place to start, but it still needs checking.

01 / How it works

Understanding
starts with where.

Knowing where an observation belongs connects it to the world around it. Find a place, examine its surroundings, and check a claim against the evidence, all in one workspace.

Oceanir · Physical inference

The world leaves
evidence.

A photograph.
A video frame.
An observation.

An aerial photograph of streets and buildings

01 Evidence

Orca · Reading the scene

Find the signals.
Connect the context.

02 Observe

Physical inference

Architecture

Building forms. Materials. The details of a place.

03 Reason

Oceanir · A closer look

Roofs and street layouts as visual clues

Do the details
line up with
the place?

Compare the candidates.
Follow the evidence.
Keep the uncertainty.

04 Review

An interior with natural light, concrete walls, and large windows

Start with where.

Orca

Geolocation is
the foundation.

Try geolocation

05 Explore

Evidence → location → understanding.

In the workspaceLocate · Understand · Verify

Oceanir / Observation → analysis → reviewInterface preview

GeolocationExample

A hillside skyline with a domed building and minarets

Roofline & skyline

Start with the scene

A dome and minaret profiles are visible above the surrounding buildings.

Observation: Added
Location estimate: Run analysis
Next step: Inspect candidates

Run a location analysis

Illustrative observations. Open the workspace to run an actual analysis.

01 / Geolocation

Place an observation in the world.

Start with geolocation. Inspect candidate places and the visible clues that point to them.

Explore the workflow

02 / Who it’s for

Understanding for people. A foundation for machines.

Answers you can examine.

Investigate a place or event and see the evidence behind the answer. Check the reasoning, consider what’s uncertain, and keep a record for later review.

Open Oceanir