AI data asset · anonymous listing
#1047
- Potential data value
- Assessment available after diligence
- Licensing readiness
- REVIEW REQUIRED
- Preferred structure
- Non-exclusive, annual license with usage reporting
Seller identity is never disclosed at this stage. Introduction requires buyer qualification, seller approval and executed confidentiality.
- Industry
- Commercial Construction
- Region
- United States
- Company size
- 100–500 employees
- Years operating
- 12+
- Historical data
- 8 years
- Estimated records
- 35,000+ project records
- ERP
- QuickBooks
- CRM
- Salesforce
- Approx. employees
- 340
- Project Management
- Estimates
- Change Orders
- RFIs
- Invoices
- Schedules
- Procurement
- Customer Relationships
- Project Outcomes
- Financial Records
- Bid-to-award estimating
- Change-order review and approval
- RFI routing and resolution
- Subcontractor procurement
- Progress billing
Cross-system connectivity
Procore → Salesforce → QuickBooks → Microsoft 365
Volume
35,000+ project records across eight fiscal years.
88
weight 12
Historical depth
Continuous history since 2018 with no system migration gaps.
92
weight 12
Workflow complexity
Multi-party approval chains with real exception handling.
94
weight 12
Cross-system connectivity
Records join cleanly across four systems on project and vendor keys.
90
weight 11
Uniqueness
Commercial construction operations are largely absent from open corpora.
91
weight 10
Data quality
Field completeness is strong; free-text notes are inconsistent pre-2020.
82
weight 9
Outcome labels
Won/lost bids, margin variance and schedule slip are all recoverable.
89
weight 9
Industry value
High buyer demand for construction vertical agents.
90
weight 8
AI-agent relevance
Long-horizon, tool-using workflows map directly to agent evaluation.
93
weight 8
Licensing readiness
Owner-master agreements require review for downstream AI use.
62
weight 5
Privacy / de-identification complexity
Client and subcontractor identifiers require de-identification.
70
weight 4
Why this asset scored 87
This asset scores in the top decile because it pairs unusual historical depth with genuine cross-system connectivity: the same project can be traced from estimate through change order, procurement and final invoice. Outcome labels are recoverable, which makes the asset suitable for evaluation as well as training. The score is held below 90 by licensing readiness — owner master agreements have not yet been reviewed for downstream AI use — and by moderate de-identification effort on client and subcontractor identifiers.
- •Construction AI agents
- •Project management agents
- •Estimating
- •Cost forecasting
- •Change-order analysis
- •Procurement automation
- •Scheduling
- •Financial workflow agents
Ownership
Company-generated operational records held in owned tenants.
Source systems
Procore, QuickBooks, Salesforce, Microsoft 365.
Third-party data
Subcontractor submittals present in RFI threads.
Customer / client data
Owner entities named in contract documents.
Employee data
Approver identities appear in workflow audit trails.
Potential PII
Names and work emails in comment threads.
Contract restrictions
Owner master agreements not yet reviewed.
Licensing permissions
Pending rights review.
Retention period
Eight years retained; no scheduled destruction.
Geographic restrictions
US-only operations; no cross-border transfer issues identified.
Intended AI use
Seller prefers training plus evaluation, no resale.
De-identification requirements
Entity and person pseudonymisation required pre-sample.
Status indicators reflect seller-reported information and SentryRights screening only. No asset is represented as legally licensable until rights and privacy diligence is completed with the seller and, where applicable, its counsel.
Demo data — illustrative sample listings, not live marketplace records
- Volume
- HIGH
- Historical depth
- HIGH
- Workflow complexity
- HIGH
- Cross-system connectivity
- HIGH
- Industry uniqueness
- HIGH
- Data quality
- HIGH
- Outcome labels
- HIGH
- PII risk
- MODERATE
- De-identification difficulty
- MODERATE
- Licensing readiness
- REVIEW REQUIRED
- 1
Buyer submits request
Identity, funding stage and entity are verified before the request moves.
- 2
Buyer provides intended use
Specific model, application and downstream distribution limits stated in writing.
- 3
Platform reviews buyer
SentryRights qualifies the buyer and screens the intended use against seller preferences.
- 4
Seller receives request
Seller sees the buyer profile and intended use while remaining anonymous.
- 5
Seller approves or declines
No identity is disclosed without an explicit seller approval.
- 6
NDA / confidentiality
Mutual confidentiality executed through the platform.
- 7
Identity revealed
Counterparties are introduced only at this point.
- 8
Data diligence begins
Rights review, privacy review and de-identification are coordinated by SentryRights.