Part of the Chainplug AI ecosystem

Trust Methodology

How STRATAFORM reasons about evidence.

Evidence is classified by what we received, what we observed, what is uncertain and what still requires separate professional verification. Nothing is implicitly certified.

STRATAFORM is decision-support. It does not replace qualified professional services.

Source lineage discipline

Many appearances. One resolved asset identity.

Portal listing
Agency page
Partner duplicate
Private contact
Document fragment

Resolved asset

    One identity across sources
    Evidence status preserved
    Conflicts flagged, not hidden
Source-lineage reasoning is public-safe; internal resolution mechanics are not exposed.

Institutional order

The order is not negotiable.

This is the foundation everything else in the ecosystem rests on.

  1. 01

    Trust comes before software.

    The method, its limits and who stands behind it are stated before any tool is opened.

  2. 02

    Evidence comes before conclusions.

    Every statement carries its source and its status. Nothing is certified implicitly.

  3. 03

    Understanding comes before purchase.

    What the method does — and does not do — is readable in full before anything is paid.

  4. 04

    Decision comes before commitment.

    Known, missing and uncertain are separated while the decision is still reversible.

Decision Confidence Method

Why we call this a decision-confidence method.

STRATAFORM is a decision-confidence method for Italian real estate: it organizes fragmented evidence, states what is known, missing and uncertain, and guides the next best action before commitment.

Organizes fragmented evidence

Listings, copied text, documents, screenshots, emails and notes become one structured case around a property.

Reasons about known, missing, uncertain

Every element carries an evidence status. Nothing is implicitly certified.

Guides the next best action

Routes questions to the right role and keeps responsibility with the qualified professional.

Professionals remain essential. STRATAFORM prepares cases for professional judgement; it does not replace agents, notaries, lawyers, surveyors, architects, engineers, appraisers or tax advisors.

Evidence status

Six labels. One discipline.

Received is not the same as verified. Visible is not the same as decision-ready.

Visible

Information found in public listings, portals, pages or sources.

Received

Information uploaded, sent or declared by a seller, agency, owner, property manager or third party.

Verified

Information checked against available evidence or authoritative source logic.

Missing

Information required for a clearer decision but not yet available.

Uncertain

Information that remains unclear, conflicting or incomplete.

Professional required

Information that should be reviewed by a qualified professional before being relied on.

Reliability loops

Each reviewed case sharpens the next.

Reliability grows from reviewed cases, source patterns and recurring property signals — never from automatic certifications.

Buyer protection loop

One case sharpens the next decision.

  1. 01

    One property case

    assessment opens

  2. 02

    Evidence gaps

    made explicit

  3. 03

    Professional questions

    routed by role

  4. 04

    Clearer next step

    for the buyer

Outcome · The buyer recognizes uncertainty before it becomes expensive.

Source reliability loop

One listing becomes one resolved asset.

  1. 01

    One listing

    first sighting

  2. 02

    Lineage check

    across sources

  3. 03

    Duplicate / conflict patterns

    surfaced

  4. 04

    Clearer asset identity

    one canonical view

Outcome · Source confidence grows with every cross-checked signal.

Market intelligence loop

Many dossiers, controlled intelligence.

  1. 01

    Many dossiers

    across regions

  2. 02

    Recurring patterns

    across cases

  3. 03

    Controlled intelligence

    for future workflows

  4. 04

    Institutional / API readiness

    on the roadmap

Outcome · Structured property evidence for institutional and machine-readable use.

Reliability memory

Reliability grows from reviewed examples.

Reference cases preserve known patterns and supervised learnings. STRATAFORM organizes evidence — it does not claim certification or replace expert judgement.

Pattern memory

Reviewed examples of listing structures, source behaviors and common gaps.

Duplicate & conflict detection

Cross-source comparison surfaces propagation, copied descriptions and inconsistencies.

Supervised review

Reference cases are reviewed and curated — not generated, not invented.

Professional boundary

Where a question crosses out of STRATAFORM's scope.

STRATAFORM frames the question and attaches the evidence; the responsibility for the answer stays with the qualified professional.

Professional boundary

Each question reaches the right role, within scope.

STRATAFORM routes role-bound questions to qualified professionals. Decision-support ends where professional responsibility begins.

Open question in dossier

"Is this renovation conformant?"

Routed to qualified role

Notary

Title · deeds

Lawyer

Legal status

Surveyor

Cadastral · technical

Engineer / Architect

Structural · works

Energy expert

APE · performance

Bank / insurer

Mortgage · cover

EU privacy & AI governance

Public compliance posture — designed around EU principles.

STRATAFORM is built around GDPR and AI Act principles. This is public posture and methodology, not a formal certification or legal opinion.

Public compliance posture

Designed around EU privacy and AI governance principles.

Privacy-aware by design

Personal data is handled with minimization in mind. Sensitive property documents are not invited through public social or messaging channels.

Human-centric AI

AI supports evidence structuring and decision-support. It does not replace qualified professional judgment or act as automatic certification.

Source traceability

Each signal in a dossier carries the origin it came from, so a reader can see where evidence stops and interpretation begins.

Professional boundary

Notary, lawyer, surveyor, energy, banking and tax responsibilities remain with the qualified professional. STRATAFORM frames and routes the question.

Public positioning: privacy-aware workflow, role-bound routing, decision-support boundary.
STRATAFORM does not claim GDPR or AI Act certification. Treat this as posture, not certification.

What this means: You can see the principles the workflow is built around — and where responsibility stays with qualified professionals.

Public posture, not a legal opinion or formal certification.

Boundaries

What STRATAFORM is, and is not.

Is

  • Decision-support platform
  • Evidence organizer
  • Source-lineage workflow
  • Role-bound request router
  • Living dossier workspace

Is not

  • Legal or notarial advice
  • Automatic certification
  • Cadastral or technical authority
  • Energy, banking or insurance approval
  • Investment or tax advice

Professional review may be required

When a question requires a notary, lawyer, surveyor, technician, energy expert or other professional, STRATAFORM routes it to the right role and marks the responsibility boundary.

Bring methodology into your decision

Start with the sample. Open an assessment when ready.

STRATAFORM supports your decision. It does not replace a notary, lawyer, surveyor, or licensed valuer.

The methodology as a sequence

Where confidence begins, and where it ends.

The sequence shows how STRATAFORM moves from documents to reasoning, and where professional verification cannot be bypassed.

Updates and revisions

The dossier is living. Conclusions update.

New documents, clarifications and professional findings change what is known, what remains uncertain and which next steps still make sense. STRATAFORM records 'what changed' rather than silently rewriting the past.

  • Every new document is labelled with its source and status.
  • Conclusions affected by an update are recomputed, not hidden.
  • A professional finding may move an item from 'received' to 'verified' — or the opposite.
  • Confidence stays explicit: it does not rise without evidence.

Methodology questions

Five questions, five answers.

Is a STRATAFORM assessment a certification?

No. STRATAFORM produces decision-support. It is not a legal, notarial, cadastral, planning, energy, valuation or tax certification. Regulated verification remains with qualified professionals.

How does STRATAFORM handle missing information?

Missing items are labelled explicitly and carried into the dossier as open questions with a suggested professional role. Confidence for related conclusions is bounded accordingly.

How are contradictions between sources handled?

Where two sources disagree, both are preserved and the conflict is surfaced as an unresolved matter rather than silently reconciled. The dossier records what was compared and why the question remains open.

Can the assessment change over time?

Yes. New documents, professional findings and clarifications update the dossier. A 'What Changed' record shows how the reading evolved and which conclusions were affected.

When is a professional strictly required?

Any conclusion that requires regulated authority — title verification, cadastral or planning conformity, structural safety, energy performance, mortgage eligibility, tax position — must be confirmed by the qualified role. STRATAFORM prepares the question and the evidence; the answer stays with the professional.

Professional Pool Access

Professional Pool Access: selected, case-aware collaboration

Professionals invited to a specific STRATAFORM case can access that case workspace without joining the pool. Future Professional Pool Access is a separate selected-network layer for professionals who want to participate in compatible STRATAFORM cases, subject to role, area, category and eligibility review.

Future / controlled beta — not an active commercial offer

Free invited access to one case is not the same as Professional Pool membership.

Invited access

When someone is invited to a STRATAFORM case, they can enter the relevant workspace from the invite link and work from the shared context. Free access to a specific invited case is different from future Professional Pool membership.

Multilingual communication

Multilingual collaboration tools are part of the controlled product roadmap.

STRATAFORM provides decision-support, evidence organization and collaboration workflows. It does not replace qualified legal, technical, cadastral, tax, mortgage, valuation or professional advice. Professional fees, engagements and opinions are separate from the STRATAFORM assessment. Professional collaboration is a future / controlled-beta layer and is not an active commercial offer.

Canonical answer

This question has a single answer.

This is the only page where this answer is written. Other pages reference it.

Why trust comes before software

A tool cannot earn trust on behalf of the people who built it. So the method, its limits and the party who stands behind it are published in full — readable, in both languages, before anything is opened, requested or paid for.

This is also why STRATAFORM.eu carries no application behaviour. The institutional entrance explains and commits; the working surfaces are elsewhere. Understanding is never conditional on signing up.

What changes for youYou can audit the method — and the boundary — before you give anything away.