GEOSPATIAL INTELLIGENCE / EARLY-STAGE PROJECT

A CLEARER VIEW OF PLACE-BASED CHANGE.

ORBIBOUND AI IS EXPLORING HOW SATELLITE OBSERVATIONS COULD HELP TEAMS INSPECT WHAT MAY HAVE CHANGED—WITH SOURCE, DATE AND UNCERTAINTY KEPT IN VIEW.

FOR TEAMS RESPONSIBLE FOR PLACES, ASSETS AND OPERATIONS. THE FIRST CUSTOMER AND USE CASE ARE STILL BEING VALIDATED.

EXPLORE THE CONCEPT PREVIEW

NO LIVE MONITORING SHOWN HERE · RISK ALERTS UNVERIFIED · NOT DECISION-GRADE

NASA / ARTEMIS II · PHOTOGRAPH TAKEN APRIL 2, 2026 · CONTEXTUAL IMAGE ONLY, NOT ORBIBOUND DATA

02 / THE CUSTOMER PROBLEM

IMAGERY IS ABUNDANT. ACTIONABLE EVIDENCE IS HARDER.

A SCENE CAN SHOW WHAT WAS VISIBLE AT ONE MOMENT. TURNING SCENES INTO A RELIABLE, USEFUL COMPARISON TAKES CAREFUL SOURCING, TIMING AND INTERPRETATION.

SOURCES ARE EASY TO LOSE

WITHOUT SENSOR, SCENE AND ACQUISITION DETAILS, A VISUAL CHANGE CAN BE DIFFICULT TO REPRODUCE OR CHECK.

DATES ARE NOT INTERCHANGEABLE

COVERAGE GAPS, SEASONALITY, CLOUDS AND DIFFERENT CAPTURE CONDITIONS CAN COMPLICATE COMPARISONS.

A SIGNAL NEEDS ITS LIMITS

RESOLUTION, MISSING OBSERVATIONS AND MODEL UNCERTAINTY AFFECT WHAT A VIEWER SHOULD INFER.

A DIFFERENCE IS NOT A DECISION

EVEN A REAL SURFACE CHANGE DOES NOT ESTABLISH ITS CAUSE, IMPORTANCE OR WHAT A TEAM SHOULD DO NEXT.

NASA EARTH OBSERVATORY / ISS CREW PHOTOGRAPH · EASTERN PACIFIC · MARCH 23, 2025

03 / PRODUCT PREVIEW

A REAL SCENE. AN ILLUSTRATIVE RECORD.

THIS IS A STATIC CONCEPT, NOT A PRODUCT SCREENSHOT. THE IMAGE IS REAL NASA / USGS LANDSAT 9 IMAGERY; THE RECORD AROUND IT IS ILLUSTRATIVE.

REFERENCE IMAGE / NOT LIVEADIRONDACK MOUNTAINS, NEW YORK
NATURAL-COLOR SATELLITE SCENE

EXAMPLE SCENE RECORD / NOT ORBIBOUND OUTPUT

SOURCE: NASA / USGS LANDSAT 9
ACQUIRED: 08 OCTOBER 2022
CONFIDENCE: NOT ASSESSED

NO ORBIBOUND MODEL, CHANGE DETECTION, RISK SCORE OR ALERT WAS RUN. THIS IS ONE SCENE, WITHOUT A COMPARISON DATE, VALIDATED BOUNDARY OR ANALYST REVIEW.

VIEW NASA LANDSAT SOURCE

NASA / USGS LANDSAT 9 · ADIRONDACK MOUNTAINS · ACQUIRED OCTOBER 8, 2022

04 / HOW IT COULD WORK

FROM SOURCE TO HUMAN REVIEW.

THE PUBLIC REPOSITORY CONTAINS EARLY IMPLEMENTATIONS FOR SCENE SEARCH, PROCESSING, SCORING AND ALERTS. THIS DESCRIBES CODE-LEVEL DIRECTION, NOT A VERIFIED END-TO-END OR CUSTOMER-READY SERVICE.

FIND A CANDIDATE SCENE

THE WORKER CONTAINS STAC QUERY CODE FOR SENTINEL-2 SCENE METADATA.

IN REPOSITORY / RUNTIME NOT PRODUCTION-VALIDATED

READ THE OBSERVATION

REMOTE COG WINDOW READING AND RED / NEAR-INFRARED PROCESSING EXIST IN SOURCE; INPUT COVERAGE AND REPEATABILITY STILL NEED VALIDATION.

IN REPOSITORY / OUTPUTS NOT OPERATIONALLY VERIFIED

COMPUTE A CANDIDATE SCORE

EXPLAINABLE RISK-SCORE LOGIC IS IMPLEMENTED, BUT SCORES AND ALERTS ARE NOT VERIFIED OR DECISION-GRADE.

IN REPOSITORY / NOT FOR OPERATIONAL DECISIONS

SET UP A PLACE TO MONITOR

THE WEB PROTOTYPE CAPTURES AN ASSET NAME, REFRESH AND THRESHOLD PREFERENCES, AND ACCEPTS AREA-OF-INTEREST GEOMETRY AS GEOJSON. THE MAP EDITOR EXISTS IN CODE, BUT ITS BASEMAP DID NOT LOAD IN THIS PREVIEW.

PROTOTYPE UI / GEOJSON FALLBACK / LIVE DATA AND PERSISTENCE NOT VERIFIED

HUMAN REVIEW BEFORE ACTION

A REVIEW WORKFLOW, FALSE-POSITIVE VALIDATION AND TRACEABLE OPERATIONAL HANDOFF REMAIN REQUIRED.

FUTURE / REVIEW EXPERIENCE NOT IMPLEMENTED

NASA EARTH OBSERVATORY / ISS CREW PHOTOGRAPH · EASTERN PACIFIC · MARCH 23, 2025

05 / USE CASES TO VALIDATE

THREE HYPOTHESES. NO VERTICAL SELECTED.

AGRICULTURE, INFRASTRUCTURE AND ASSET MONITORING ARE DISCOVERY DIRECTIONS—NOT CONFIRMED CUSTOMERS, SUPPORTED WORKFLOWS OR PRODUCT CAPABILITIES.

AGRICULTURE / HYPOTHESIS

BUYER TO VALIDATE: FARM OR AGRIBUSINESS OPERATIONS TEAMS.

PROBLEM TO TEST: CAN REPEAT IMAGERY PROVIDE USEFUL CONTEXT ABOUT VISIBLE LAND-SURFACE CHANGE?

OUTPUT TO TEST: DATED SCENE COMPARISONS FOR HUMAN REVIEW—NOT A CROP-HEALTH SCORE OR YIELD FORECAST.

INFRASTRUCTURE / HYPOTHESIS

BUYER TO VALIDATE: INFRASTRUCTURE OWNERS OR PROJECT OPERATIONS TEAMS.

PROBLEM TO TEST: COULD SATELLITE OBSERVATIONS HELP FLAG SITE ACTIVITY WORTH CHECKING BETWEEN FIELD VISITS?

OUTPUT TO TEST: SOURCE-DATED IMAGERY WINDOWS FOR REVIEW—NOT CONSTRUCTION PROGRESS PERCENTAGES.

ASSET MONITORING / HYPOTHESIS

BUYER TO VALIDATE: TEAMS RESPONSIBLE FOR DISTRIBUTED FACILITIES, SITES OR ROUTES.

PROBLEM TO TEST: WHEN DOES A VISIBLE CHANGE NEAR A SELECTED PLACE WARRANT A CLOSER LOOK?

OUTPUT TO TEST: CANDIDATE OBSERVATIONS WITH PROVENANCE—NOT A VERIFIED RISK RANKING OR ALERT.

THE FIRST CUSTOMER, GEOGRAPHY, DATA SOURCES AND DETECTION RELIABILITY NEED VALIDATION BEFORE ANY ONE DIRECTION BECOMES A PRODUCT FOCUS.

NASA / ARTEMIS II · CONTEXTUAL PHOTOGRAPH ONLY · NOT A CUSTOMER OR ASSET VIEW

06 / PRINCIPLES AND TRUST

TRUST IS A BEHAVIOR THE PRODUCT HAS TO EARN.

THESE ARE VERIFIABLE DESIGN REQUIREMENTS FOR FUTURE WORKFLOWS—NOT CLAIMS THAT THE CURRENT PROJECT ALREADY IMPLEMENTS THEM.

EVIDENCE BEFORE INFERENCE

PAIR EVERY FUTURE OBSERVATION WITH ITS SOURCE, SENSOR AND ACQUISITION DATE SO A REVIEWER CAN INSPECT THE INPUT.

MAKE UNCERTAINTY VISIBLE

SHOW CONFIDENCE ONLY WHEN IT IS MEANINGFULLY CALIBRATED; NAME MISSING COVERAGE AND SAY “NOT ASSESSED” WHEN NO SCORE EXISTS.

CHANGE IS NOT CAUSATION

A DIFFERENCE BETWEEN OBSERVATIONS DOES NOT, BY ITSELF, PROVE WHY IT OCCURRED OR WHAT IT MEANS.

KEEP PEOPLE IN THE LOOP

IMPORTANT INTERPRETATIONS SHOULD REMAIN REVIEWABLE BY PEOPLE WITH OPERATIONAL CONTEXT BEFORE ACTION IS CONSIDERED.

MAKE OUTPUTS TRACEABLE

WHERE ANALYSIS EXISTS, RETAIN SOURCE IDENTIFIERS AND PROCESSING AND REVIEW HISTORY NEEDED TO RETRACE A RESULT.

NASA EARTH OBSERVATORY / ISS CREW PHOTOGRAPH · EASTERN PACIFIC · CONTEXTUAL PHOTOGRAPH ONLY

07 / ROADMAP AND NEXT STEP

WHAT EXISTS. WHAT IS UNDERWAY. WHAT IS STILL AHEAD.

STATUS LABELS DISTINGUISH THE PUBLIC PROJECT FROM PLANNED PRODUCT FUNCTIONALITY. FUTURE WORK REMAINS SUBJECT TO TECHNICAL AND CUSTOMER VALIDATION.

AVAILABLE NOW / PUBLIC PROJECT

THIS PRODUCT-DIRECTION PAGE, PUBLIC SOURCE REPOSITORY AND ASSET/AOI SETUP UI PROTOTYPE. THE PREVIEW IS NOT CONNECTED TO LIVE CUSTOMER DATA; ITS BASEMAP DID NOT LOAD HERE, GEOJSON ENTRY IS THE FALLBACK, AND SAVING REQUIRES AN AUTHENTICATED BACKEND.

IN DEVELOPMENT / REPOSITORY IMPLEMENTATIONS

THE CODEBASE INCLUDES A POSTGIS DATA FOUNDATION, AUTHENTICATED ASSET ROUTES, SENTINEL-2 / COG PROCESSING, RISK-SCORE LOGIC AND AN ALERT WORKFLOW. THESE EARLY IMPLEMENTATIONS NEED END-TO-END, OPERATIONAL AND CUSTOMER VALIDATION. RISK SCORES AND ALERTS ARE UNVERIFIED AND NOT DECISION-GRADE.

FUTURE / SUBJECT TO VALIDATION

REMAINING WORK DEPENDS ON DATA RELIABILITY AND CUSTOMER NEED:

INTERACTIVE MAP AND ASSET-AREA REVIEW
CALIBRATED, FALSE-POSITIVE-TESTED ANALYSIS
HUMAN REVIEW AND CUSTOMER-SAFE ALERT OPERATIONS
VALIDATE THE FIRST CUSTOMER AND USE CASE

EXPLORE THE PUBLIC PROJECT

NO SIGNUP FORM OR CONVERSION TRACKING IS PRESENT. THIS LINK OPENS THE EXISTING PROJECT REPOSITORY.

NASA / ARTEMIS II · APRIL 2, 2026 · CONTEXTUAL IMAGE ONLY