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Scene Intelligence

A reading layer over the corridor you already captured.

Terrain360 captures wild and working lands at eye level — down the river, along the trail — as georeferenced 360° panoramas. Scene Intelligence is the layer that reads those panoramas: what is standing in the scene, which way it bears from the camera, what the signs say, what the surface and the water looked like on the day of capture. A lens is a named, versioned interpretation of that record — one assessment method's view of the same imagery. Nothing is uploaded, nothing is re-shot. The corridor is already there.

Talk to us about a corridor See the first production release ↓
The record every scene carries

One scene record. Every lens reads from it.

Before any assessment method is applied, each panorama gets the same universal record. That record is the base truth: a lens joins it and adds its own reading, but never rewrites it. This is what stops two different assessments of the same corridor from producing two contradictory accounts of what is physically there.

Objects, with true bearings

Every object read out of a scene is anchored to the pixels it came from. The compass bearing and elevation angle are then computed from panorama geometry — never estimated. If a corridor's north reference is recalibrated later, each observation moves with it, because it is still attached to the same pixels.

On-scene text, marked for confidence

Signs, markers, gauge plates, and regulatory postings are transcribed and flagged. Clear means it was legible in the imagery — a verified fact. Partial means it was only half-readable — an unverified read, carried as such. The distinction is stored, not smoothed over.

Scene conditions and setting

Surface, water character, the season as it appears, how open or enclosed the view is, whether people are present. Corridor-level facts that hold regardless of which assessment method you later apply.

Named places from the federal gazetteer

Streams, summits, crossings, and populated places from the national geographic names record, matched to the scenes that can actually see them, distance- and bearing-checked, and surfaced as located reference points.

The same place, across years

Where a corridor has been captured more than once, repeat captures of the same reach are linked and walkable by date, so a condition can be compared against its own baseline rather than against a recollection.

Human edits outrank automated ones

A reviewer can correct a position, hide an observation, or fix a transcription. Those edits are marked as human-owned and survive every subsequent re-read of the corridor. A search index over this record is in progress and can be walked through on request.

Lenses

A protocol view over the same imagery.

License a corridor once and read it through more than one assessment method, without standing up a second viewer or forking the scene record. Each lens is versioned: the rules that produced a result are recorded alongside the result, so a finding can be re-run, compared, or defended two years later. 2 lenses are live today.

Scene Intelligence

Live

The universal read. Every scene in the corridor gets it: located objects with true bearings, transcribed on-scene text, surface and water character, named places, and the capture record itself.

The foundation every paid protocol lens is joined to.

Assessable at
scene

RAPG Access Sites

Live

River Access Planning Guidelines applied to a captured access site — launch profile, safety and condition observations, accessibility observations, visitor-management signals, experience indicators, and recreation profile.

Delivered to a client corridor and published. Your measured access classification stays authoritative: the lens supplies observations, not a ruling.

Assessable at
scene trail site collection
Named in the catalog — not available

NPS Visual Resource and MS4 Stream Assessment are declared names in our theme catalog. They are not offered, not quotable, and not runnable until the protocol work behind them is built and reviewed. We list them here because a name on a roadmap is not a capability, and you should be able to tell the difference from the outside.

Grounding

Most of what gets read never gets drawn.

An observation is only placed on a scene as a precise marker if its geometry holds up. Everything else is kept — it stays in the record and stays reviewable — but it is not rendered, and it is never delivered as though it were located. A five-tier ladder decides, and the tier travels with the observation.

TierWhat it meansWhat happens to it
verified A reviewer marked the object in the source pixels. Placed as a precise marker.
reliable Valid source face and anchor, grounding confidence at or above 0.75. Placed as a precise marker.
approximate Valid geometry, confidence between 0.55 and 0.749. Retained for review. Not drawn as a precise marker.
unreliable Missing or invalid geometry, a mismatch, or confidence below 0.55. Retained for review. Not drawn.
legacy An older result whose direction was estimated rather than computed from pixels. Labelled legacy. Never silently reclassified as reliable.

The mechanism is not a clever one, and that is the point: the reading identifies pixels, and deterministic code turns pixels into a compass bearing. Nothing is ever asked to guess a direction. It is also why a delivery can honestly report how much of what it read it chose not to show you.

First production release · published 29 July 2026

A river corridor, audited end to end.

The RAPG Access Sites lens shipped on a real river corridor in northwest Montana. These are the release's own audit figures, not a tidied summary of them.

400
Panoramas assigned,
each exactly once
400 / 400
Ready · zero failed
17
Captured access sites,
from 20 trail records
2,003
Bounded markers
published
$19.14
Provider cost,
complete analysis pass

What the reliability ladder actually filtered

The universal pass recorded 3,897 observations across the corridor. 1,860 met the bar to be placed as precise markers; 1,357 were held as approximate and 680 as unreliable — kept in the record, reviewable, and not drawn. Under half of what was read was judged good enough to put on a map, and the delivery says so.

What the audit checked

A read-only audit validated scene and result counts, ready and error totals, theme and version identity, confidence and bearing ranges, matching source face and image index, and public-trail state. It found zero face or index mismatches, zero coordinate-range errors, zero renderable observations missing coordinates, and zero overlap with excluded trails. The published run passed with no warnings and no errors.

What the cost figure is, exactly

$19.14 is the total provider spend for the grounded universal and RAPG passes over all 400 panoramas. Including a separate assessment of 18 field composite sheets, the delivery represents $19.75 in provider spend. That is analysis cost, not project price — capture, review, integration, and delivery are the work. We publish it because this line item is normally hidden, and an institutional buyer is entitled to see it.

Where coverage is thin, the delivery says so

One site in the release carries 18 panoramas; another carries three and is labelled limited coverage. Three named sites were excluded outright, with zero scene overlap, rather than being padded out. The client's own field measurements remain authoritative throughout, and their access classification was deliberately left out of what we published rather than being overridden by a reading.

Figures as recorded in the release audit for the published run, 29 July 2026. A walkthrough of the live corridor is available on request.

Who it's for

Organizations that have to defend what they say about a place.

The register is deliberate. Scene Intelligence is built for work that somebody else reviews — a permit file, a grant packet, a design memo, a council presentation, a claim.

Federal & state land management

National Park Service
State park systems
State DNR agencies
Army Corps of Engineers

River & water trail programs

River commissions
Water trails programs
County conservation
Outfitter networks

Conservation & watershed

Land trusts
Conservation organizations
Watershed districts
Conservation districts

Planning, design & engineering

Environmental consultants
Landscape architects
County planning
Scenic byway programs
Putting the record to work

A scene record is only worth what it changes.

Located, dated observations across a whole corridor feed workflows that already exist in your organization. What follows is what the record supports — joined to your own measurements and field evidence, which stay authoritative.

Maintenance prioritization

Surface the corridor locations where condition observations cluster, each with coordinates, a bearing to the object, and the scene it was read from. A field crew gets a location list, not a folder of photographs.

  • Located work lists by observation type
  • Coordinates and bearings for field crews
  • The source scene attached to every item
  • Re-walkable against a later capture

Grant applications and reporting

A dated, corridor-wide baseline is the hardest part of most funding packets to produce. Repeat captures turn the same record into before-and-after evidence for the next cycle.

  • Baseline condition documentation
  • Counted, located deficiency observations
  • Progress measured against a dated baseline
  • Bounded exports for submission

Capital improvement planning

Aggregate corridor-level observations to argue for a program rather than a project. Find where an issue is systemic instead of anecdotal — and where the evidence is thin enough that somebody should go and look.

  • System-wide observation summaries
  • Segment-level prioritization inputs
  • Multi-year programming support
  • Board and council presentation material

Risk and liability record

Hazard observations carry a date, a location, and the imagery they were read from. That combination is what makes a record of awareness defensible later, whether the outcome is a repair, a closure, or a claim.

  • Dated hazard observations with imagery
  • Located and bearing-anchored
  • Change tracked against prior captures
  • Support for closure and reroute decisions

Accessibility observations

The record notes what is visible in the imagery — surface, grade as it appears, obstructions, parking and approach conditions. It is an input to a transition plan and a site visit. It is never a compliance determination on its own.

  • Observed barriers by type and location
  • Approach and surface observations
  • Prioritization input for site visits
  • Field measurement stays authoritative

Post-event assessment

After a flood, storm, or fire, re-capture the corridor and compare it against its own baseline instead of against recollection. The comparison is scene-for-scene, at the same viewpoints.

  • Before and after at the same viewpoints
  • Extent of change described and located
  • Emergency repair prioritization input
  • Documentation for assistance programs

Contractor scoping and verification

Give bidders the actual pre-construction condition of a corridor rather than a written description of it, then verify completed work against the same viewpoints.

  • Pre-construction baseline by location
  • Scope documentation from real imagery
  • Post-construction verification
  • Contract compliance record

Planning and design input

Drainage patterns, existing conditions, and problem locations documented across the whole corridor before design starts — including the segments nobody walked because they were inconvenient to reach.

  • Problem area identification
  • Existing condition baselines
  • Design constraint mapping
  • Whole-corridor coverage, not sampled
The honest edges

What this product promises, and what it refuses to.

The second list is the more useful one. If a vendor cannot tell you where their evidence stops, you will find out yourself at the worst possible moment.

It can promise
  • Exact panorama coverage, with an audit that every scene is assigned exactly once.
  • Versioned, repeatable extraction rules — a result records the rules that produced it.
  • A cost estimate before any billable work is submitted.
  • Line-item cost accounting against real usage and historical pricing.
  • Traceable review and publication state: who approved a result, and when.
  • Further lenses added over a stable universal record, never in place of it.
  • A bounded public delivery — raw results, private sign text, and unapproved recommendations do not leave the platform.
It must not promise
  • That one panorama is a complete site inventory. It is one viewpoint.
  • Accessibility or regulatory compliance from imagery alone.
  • Site capacity, the absence of a feature, or a management need, without corroborating site-level evidence.
  • That a reading from imagery overrides a field measurement. Your measurement wins, every time.
  • That a lens is available merely because its name is declared.
Separate tool · existing customers

Single-photograph assessment

Terrain360 also runs an older, self-contained tool that assesses individual uploaded photographs — not captured corridors — against NPS Visual Resource Inventory, MS4 visual stream assessment, USDA erosion and sediment control, and RAPG river access protocols. It works and it is supported, and it is a different system: it does not read the captured corridor, and its output does not join the scene record described on this page. It is kept here for the customers already using it.

Sign in to the single-photo tool →

Have a corridor that needs a defensible record?

Tell us the reach, the assessment method you work to, and what the record has to survive. We will scope the capture, the lens, and what the delivery can honestly claim.

Start a conversation →