For banks and institutional lenders
Construction Risk Intelligence for governed institutional review.
3BrainAI Nexus is validating CRI as a governed Evidence Pack workflow for banks and institutional asset reviewers monitoring construction projects, infrastructure assets and significant real-estate collateral.
Review-first boundary
Governed evidence alongside existing controls.
CRI is designed to complement site visits, technical advisers, internal controls and bank policy. It is not intended to make autonomous credit decisions or replace professional assessment.
- Human review
- Traceable inputs
- Explicit uncertainty
- Versioned record
The review grammar
From declared context to a responsible human-review state.
CRI is designed to keep four meanings separate so that a dated observation does not become an unsupported institutional conclusion.
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01 · Declared
Review context
What the synthetic or institution-provided question says should be tested.
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02 · Observed
Dated evidence
What the controlled source record supports within a stated observation boundary.
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03 · Governed
Uncertainty and reasons
What remains partial, unverified or outside the permitted inference.
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04 · Output
Human-review state
A reviewable record, not an autonomous credit or payment decision.
Existing controls remain. CRI is designed to add a versioned evidence state.
Dashboards help teams view signals. CRI is designed to keep what was observed, what may be concluded, what remains uncertain and its review state together between formal controls.
Key question
What was observed, what remains uncertain and what is the review state?
The Evidence Pack format is designed to keep source, observation date, version, uncertainty and review state visible alongside the evidence – a record structure consistent with documenting human oversight in AI-assisted workflows.
Institutional fit
Existing controls remain in place.
CRI is designed to add a versioned evidence state between formal review points.
Existing controls – unchanged
CRI – designed to add between review points
Existing controls remain in place. CRI is designed to add a versioned evidence state between formal review points.
Illustrative prototype
The Evidence Pack: a short, versioned review record.
The visible prototype demonstrates the intended record structure for a risk manager, committee or auditor. It does not demonstrate automated generation or institutional validation.
- OK / WATCH / INVESTIGATE
- High / Medium / Low confidence
- reason codes
- Data Quality Uncertainty
- provenance, version and review state
The Evidence Pack format is designed to keep source, observation date, version, uncertainty and review state visible alongside the evidence – a record structure consistent with documenting human oversight in AI-assisted workflows.
Who it is for
Credit risk & portfolio monitoring
Designed to add comparable evidence between formal controls for attention routing and review.
CRE & project finance
Designed to structure versioned evidence for progress, drawdown review and significant real-estate collateral.
Collateral & progress review
Designed to keep traceable observations, explicit uncertainty and review state together.
How it is designed to work
From controlled inputs to a versioned Evidence Pack.
Earth Observation is one intended input source. CRI is designed to convert project and observation inputs into constrained candidate evidence states and review-ready outputs.
Target workflow
- Target workflow Project + observation inputs Controlled context, reports and observation media.
- Target workflow Candidate evidence state Bounded findings, reason codes and uncertainty.
- Target workflow Human review Confirm, refine or reject the candidate state.
- Prototype format Versioned Evidence Pack Controlled review record with visible provenance and review state.
Validation and adoption path
The current Proof of Concept tests the governed workflow on controlled cases. An institution enters through an Evidence Readiness Check and may then agree a bounded validation in shadow mode. If its agreed criteria are met, the next step is a contracted paid pilot.