Environmental Change Intelligence

AI can spot a difference.
ECI builds the evidence.

ECI is a longitudinal observation system: it helps people return to the same viewpoint, creates a trustworthy visual record, learns the history of each place, and keeps human judgment connected to every finding.

The opportunity is bigger than image classification. Organizations need repeatable observations, defensible evidence, and insight that improves as history grows.

The ECI advantageGuide the observation—not just the modelUnderstand a place—not just an imagePreserve evidence—not just a predictionA compounding data asset built from consistent observations and expert review.

Not another change-detection app

Most systems begin after the photo is taken. ECI begins before.

The quality of environmental intelligence depends on the quality and continuity of observation. ECI brings capture, context, comparison, history, and human verification into one system.

01

Controls the observation

Return guidance helps recreate location, direction, device angle, and framing. Better inputs make every downstream method more valuable.

02

Builds place-specific memory

Each observation point develops its own history. ECI can distinguish a new image from what is normal—or unusual—for that place.

03

Reasons through time

ECI looks beyond pairs to persistence, recovery, progression, and historical similarity. Change becomes a trajectory, not a binary alert.

04

Treats “unknown” as valuable

The system can surface change that does not fit an existing category, creating a disciplined pathway for discovery and review.

05

Keeps people in the evidence chain

Human conclusions augment the record without erasing what the system originally observed or how confident it was.

06

Creates a compounding asset

Every well-structured revisit increases the value of the history, the local baseline, the reviewed dataset, and future decision support.

From field observation to organizational intelligence

One evidence system across the entire workflow

CAPTURE

Make repeat photography repeatable

iPhone guides field teams back to observation points, supports comparable viewpoints, checks quality, records context, and works offline.

VERIFY

Close evidence gaps while still on site

iPad makes missing observations, quality warnings, image relationships, notes, and review priorities visible before the team leaves.

LEARN

Turn visits into institutional memory

Mac and the research environment connect sites, histories, findings, experiments, models, and reviewed intelligence for deeper investigation.

Interactive demonstrations

Experience the idea in your browser

Choose a demonstration. Your selected images stay in this browser and are not uploaded.

Demonstration 01

See what changed

Select a baseline and a later image. Move the comparison control to reveal each observation, then switch to the change view.

A sample landscape is ready. Choose your own images at any time.

Baseline
Later

A differentiated product architecture

Six advantages that reinforce one another

Capture intelligence

Guidance and quality controls reduce avoidable variation before analysis begins—an essential advantage for real-world longitudinal work.

Classical + learned evidence

ECI combines transparent image comparison with learned representations instead of betting the product on a single opaque model.

Point-local understanding

A shoreline, culvert, restoration site, or habitat plot can develop a baseline grounded in its own visual history.

Time-aware investigation

Persistence, recovery, progression, and similar past states give reviewers more context than a one-time alert.

Discovery beyond fixed labels

Unknown states and emerging visual groups can be routed to experts instead of forced into an incomplete taxonomy.

Evidence-grade provenance

Source observations, analytical versions, and review history stay connected—creating confidence, accountability, and reusable data.

The compounding advantage

Every deployment makes the system more valuable

Repeat visits create local histories. Human review creates trusted labels. Trusted labels improve evaluation. Better evaluation guides future models. The durable value is not only an algorithm—it is the observation network, workflow, and longitudinal evidence base growing around it.

Why fund ECI now

The technical foundation exists. The next value inflection is field evidence.

ECI already brings capture, field review, longitudinal analysis, historical retrieval, emerging-pattern exploration, human verification, and research inspection into a coherent platform.

Funding moves ECI from a working research foundation to a field-proven system with real observation networks, independently reviewed outcomes, and partner-defined use cases.

What investment unlocks

  • Field pilotsBuild repeat-observation histories with conservation, infrastructure, restoration, and research partners.
  • Independent validationMeasure performance across seasons, lighting, viewpoints, sites, and meaningful change.
  • Operational productizationAdvance deployment, synchronization, permissions, reporting, and partner workflows.
  • A defensible evidence networkGrow high-quality longitudinal data that is difficult to reproduce without the complete ECI workflow.

The ECI experience

Designed for field teams and research partners

ECI iPhone field-run experience

Capture

Guide repeat observations in the field.

ECI iPad field review experience

Review

Check coverage and evidence before leaving.

ECI Mac research control center

Investigate

Explore the complete visual record.

The opportunity

Become the system of record for how places change

ECI connects disciplined field observation, transparent analysis, and human expertise. It gives organizations more than alerts: a growing body of evidence they can inspect, learn from, and act on with confidence.

Water and shorelinesVegetation and habitatErosion and soil movementInfrastructure and drainageRestoration monitoringCommunity observation

The investment thesis is simple: better observations create better evidence; better evidence creates better intelligence; and longitudinal intelligence becomes more valuable with every return visit.