GRID
Memory that compounds.
A persistent graph that gives every asset one identity across decades, owners, and platforms. The record outlives the software.
We’re building GRID with operators.
Photos scattered in folders. Costs buried in spreadsheets. Context locked in engineers’ heads.
GRID turns every assessment into a single queryable asset graph. SITUS, RIG, third-party reports, and legacy PDFs, all normalized into one record per asset.
One graph per asset
- Records split across drives
- Each report a new island
- No throughline across visits
Normalizes SITUS, RIG, third-party, and legacy PDFs into one queryable asset graph.
AIResolves duplicate assets across formats. One node per real-world asset, even when sources call it different things.
InputsSITUS · RIG · 3rd-Party · Legacy PDFsReplay any year, any asset
- Hunting for last cycle’s PDF
- “What did we say in 2021?”
- Lost change-of-condition trail
Scrub any asset back through every assessment, photo, and override on record.
AIAligns prior-cycle evidence against current state. Flags the deltas worth attention.
ViewToday → Last Year → First VisitEvery fact, traceable
- Sources unknown
- Numbers without footnotes
- Overrides nobody remembers
Every finding, cost, and override carries its source. Citations all the way down.
AITags every node Verified, Resurrected, or Derived with the lineage that put it there.
ChainSource → Finding → DecisionDegradation, visible
- Trends invisible across PDFs
- No condition graphs
- Reserve projections re-keyed
Tracks condition, cost, and risk trajectories. Surfaces the assets accelerating fastest.
AIReads condition history across years. Surfaces assets whose trajectory is accelerating.
OutputCondition · Cost · Risk · Forecast
GRID
by SeaGoatDefeat data mortality.
The institutional memory layer for assets.
Every inspection, a living timeline. Built for portfolio owners, lenders, and REITs who need vendor-neutral asset history.
Harbor Common Ctr
Compressor #4
Legacy PDFs
Roof Membrane
Node States
Cross-Site View
Asset history dies in PDFs.
GRID is in active development with a handful of design partners. We’re defining the memory layer that holds every asset’s record across owners, vendors, and decades.
Riverside Commons
Roof Membrane
$924K · 12-yr reserve
Pump-B02 · history
Legacy intake
Forecast
Riverside Commons
Roof Membrane
$924K · 12-yr reserve
Pump-B02 · history
Legacy intake
Forecast
What changes when GRID builds the graph
Same properties. Same inspections. Entirely different institutional memory.
Legacy data stays trapped in PDFs. New system starts with a blank slate. Years of context lost on Day 1.
Archive Resurrection ingests legacy reports and photo logs. extracts assets, findings, and evidence. Structured history ready on Day 1.
Legacy data stays trapped in PDFs. New system starts with a blank slate. Years of context lost on Day 1.
With GRIDArchive Resurrection ingests legacy reports and photo logs. extracts assets, findings, and evidence. Structured history ready on Day 1.
Same asset photographed by different inspectors at different angles gets logged as separate entries. Identity fragments across time.
Visual fingerprinting links the same asset across years, angles, and inspectors. "Compressor #4" stays one identity even when photos change.
Same asset photographed by different inspectors at different angles gets logged as separate entries. Identity fragments across time.
With GRIDVisual fingerprinting links the same asset across years, angles, and inspectors. "Compressor #4" stays one identity even when photos change.
A single photo is a snapshot. No way to compare old vs. new evidence. Condition is a point-in-time guess, not a trajectory.
GRID compares evidence across assessments to estimate rates of change. corrosion spread, crack growth, deterioration velocity. Snapshots become decay curves.
A single photo is a snapshot. No way to compare old vs. new evidence. Condition is a point-in-time guess, not a trajectory.
With GRIDGRID compares evidence across assessments to estimate rates of change. corrosion spread, crack growth, deterioration velocity. Snapshots become decay curves.
No way to trace how a failure propagates. Assets live in flat lists. A compressor failure doesn't connect to the cooling system it feeds.
Every asset, system, location, and finding connected in one graph. Parent/Child, Flow, Electrical relationships. Trace exposure paths instantly.
No way to trace how a failure propagates. Assets live in flat lists. A compressor failure doesn't connect to the cooling system it feeds.
With GRIDEvery asset, system, location, and finding connected in one graph. Parent/Child, Flow, Electrical relationships. Trace exposure paths instantly.
No way to tell if a data point came from modern assessment, resurrected archive, or AI inference. Trust is assumed, not proven.
Every node tagged: Verified (modern + approval), Resurrected (archive until confirmed), Derived (inferred with lineage). Ledger-grade provenance.
No way to tell if a data point came from modern assessment, resurrected archive, or AI inference. Trust is assumed, not proven.
With GRIDEvery node tagged: Verified (modern + approval), Resurrected (archive until confirmed), Derived (inferred with lineage). Ledger-grade provenance.
Each property is an island. Cross-site patterns invisible. Portfolio risk concentration discovered only after something breaks.
Cross-site browsing in a single unified graph. Identify concentration risk, compare asset health across properties. Handoff to ATLAS for strategy.
Each property is an island. Cross-site patterns invisible. Portfolio risk concentration discovered only after something breaks.
With GRIDCross-site browsing in a single unified graph. Identify concentration risk, compare asset health across properties. Handoff to ATLAS for strategy.
Trace exposure paths.
GRID turns approved outputs into a live relationship map so teams can trace impact fast. The graph shows your risk surface, not just your asset list.
GRAPH VIEW
Assets, systems, locations, and findings connected in one map. Navigate from site → building → system → asset → component.
EXPOSURE PATHS
Trace how a failure or finding propagates through dependencies. See compound exposure and downstream impact instantly.
SPATIAL CONTEXT
Group assets by geography, facility, or operational zone. Identify concentration risk across the portfolio.
GRID
Selected Node
Pump-B02
Live graph from approved SITUS and RIG outputs. Updates on workspace sync.
Asset Identity Across Time
GRID links the same asset across years, angles, and inspectors using visual fingerprinting.
"Compressor #4" stays one identity even when photos change. Asset history doesn't fragment when documentation styles evolve.
Compressor #4
From Snapshots to Trajectories
A single photo is a snapshot. GRID turns snapshots into decay curves.
By comparing old vs. new evidence, GRID estimates rates of change: corrosion spread, crack growth, deterioration velocity.
Corrosion spread
+20% / year
Acceleration detected
+30% / year
Replacement window
Y5 - Y6
Roof membrane: Minor wear
Initial assessment shows localized wear patterns. Condition: Good.
Roof membrane: Deteriorating
+40% increase in distressed area detected. GRID flags for replacement in Year 5.
Archive Resurrection: Day 0 History
Start with years of asset history on Day 1.
GRID ingests legacy PDFs and photo logs, extracts evidence, and rebuilds structured asset timelines. So your Digital Twin doesn't begin at zero.
Legacy Archives
2018-2024 reports
Processing...
Structured Graph
345 assets linked
6 years of history
Provenance State: Resurrected
All archive-sourced data is labeled "Resurrected" until confirmed by modern assessment, ensuring transparency and trust.
Governance
From approved outputs only.
GRID only ingests finalized data from SITUS and RIG. Every node, edge, and relationship traces back to source evidence and reviewer sign-off.
Provenance States
Every node tagged: Verified (modern + approval), Resurrected (from archive until confirmed), Derived (inferred with full lineage). Trust is proven, not assumed.
Evidence Lineage
Every finding, photo, reading, and cost traces back to the assessment that created it. No synthetic data. No assumptions. Ledger-grade provenance.
Reviewer Override
No output reaches the graph without reviewer sign-off. Qualified engineers approve. The system enforces. Overrides log to an append-only ledger, name and rationale attached.
Vendor-Neutral
GRID normalizes data from SITUS, RIG, third-party inspectors, and legacy archives into one unified graph. Format-agnostic institutional memory.
Approved Outputs
Intelligence Pipeline
The connective tissue.
SITUS captures real estate diligence. RIG captures industrial inspections. Both feed GRID. ATLAS reads GRID to run the portfolio.
Memory Layer
The connective tissue. One identity per asset across decades, owners, and platforms. The system of record both SITUS and RIG feed, and the layer ATLAS reads from.
Map the system.
Where most workflows end, GRID begins. Every asset’s full inspection history, vendor-neutral and audit-traced, compounds into one record that outlives every platform that touched it.