03 — Value Engine

Prospect

Data Intelligence & Brokerage

Prospect is the value discovery engine. Data mining, signal detection, evidence engine, dataset builder, brokerage control plane. The moat is not more leads. It is certified data productization.

Data Quality Score Governance labels →

The moat is not more leads. It is certified, inspectable, priceable, defensible data.

— The Prospect doctrine
Data Quality Score

Every dataset, scored.

A dataset is only as valuable as its provenance, freshness, and verification. Prospect scores along eight dimensions and never ships a dataset without one.

DIM 01
Freshness
Age of the underlying signals. Time since last verification.
DIM 02
Source Diversity
Number of independent sources backing each row.
DIM 03
Evidence Density
Volume of evidence supporting each signal or prospect.
DIM 04
Duplicate Rate
Detection of near-duplicates across the dataset.
DIM 05
Review Approval
Fraction approved by human review against total reviewed.
DIM 06
Outcome Accuracy
Verified outcomes from Ledger, tracked over time.
DIM 07
Completeness
Coverage of required fields and entity attributes.
DIM 08
Provenance
Traceability from raw source through every transform.
Domain Model

The shape of value.

Prospect Entities
ProspectRun
A scoped mining job — source coverage, criteria, run metadata.
Prospect
A scored opportunity surfaced by a run.
Entity
A normalized real-world object referenced by prospects and signals.
Signal
A detected change, pattern, or event with provenance.
Evidence
Source artifacts backing a signal — never inferred, always linked.
Dataset
A productized collection — versioned, hashed, licensable.
DatasetManifest
slug, version, row count, generated_at, license, redaction, sha256, sources, quality.
BrokerAccount
Entitled consumer of datasets — terms, scope, expiry.
Entitlement
Capability grant for a specific consumer and dataset slice.
BrokerExport
A governed delivery event — recorded in Ledger.
ReviewItem · AuditLog
Human review surface plus immutable audit trail.
RevenueEstimate
Projected commercial value for downstream pricing.
Governance Labels

Winnie may operate.
Ledger remains the law.

LABEL
Source Provenance
Every row carries its source chain. Severed provenance → blocked export.
LABEL
Evidence
Required for every signal. Synthetic evidence is flagged and excluded.
LABEL
Quality Score
Live score per dataset version. Drops below threshold → review required.
LABEL
License & Redaction
Use rights and redaction policy attached at manifest level.
LABEL
Entitlement Required
No export without a matching entitlement and Ledger record.
LABEL
Blocked · Approved · Needs Review
Status surface so Winnie always knows whether to act, ask, or refuse.
Related Pillars

Where Prospect connects.

Ledger
The Law Layer

Every dataset build, export request, and review decision lands in Ledger as an immutable record.

→
AVN
Intelligence

AVN signals feed Prospect detection. AVN Capitalist turns business signals into executive briefings.

→
Winnie
The Operator

Inspects runs, prospects, evidence, datasets. Requests exports only when governance passes.

→
The Mantra

Winnie operates. AVN interprets. Prospect discovers.
Prometheion creates. Ledger proves. Performance watches. MERGE contains.