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BrainScore™ 0–100 · 520 Connectors · 6-Layer Internal Verification

BrainScore™
Data Quality KPI

BrainBrowser, applied inward. Every one of your 520 enterprise connectors receives a BrainScore™ — the same 6-layer verification pipeline that guards against external hallucinations now scores the quality of your own data. Know exactly which connectors are degrading your494 AI models — and by how much.

Live Connector BrainScore™ Feed

520 connectors · Last cycle: 3h ago
SAP ERP — Finance GL
ERP
94
BrainScore™
APPROVED
+2
Salesforce CRM
CRM
87
BrainScore™
APPROVED
0
Shopify Commerce
E-Commerce
71
BrainScore™
APPROVED
-8
Oracle SCM
SCM
58
BrainScore™
QUARANTINED
-19
Legacy HRMS v3
HR
34
BrainScore™
BLOCKED
-22
Azure Data Lake
Data
91
BrainScore™
APPROVED
+5

The 6-Layer Internal Verification Pipeline

1

Freshness

Detects staleness and timestamp drift. Data older than the configured threshold is penalised proportionally.

Last update delta < 4h = 100 | > 72h = 0
2

Completeness

Measures null rate and schema conformance against the connector's expected data model.

Null rate <2% = 100 | >15% = 0
3

Consistency

Cross-validates values against related connectors to detect contradictions and outliers.

Cross-connector conflict count drives penalty
4

Accuracy

Domain-expert models cross-check key values for plausibility within known business ranges.

Outlier pct < 1% = 100 | >10% = 0
5

Provenance

Verifies the full source chain from origin system through ETL to connector output.

Chain integrity: VALID = 100 | BREACH = 0
6

Regulatory

Checks data format and content for GDPR, NIS2, and sector-specific requirements.

Regulatory flag = hard penalty -20 points

The First AI Platform That Tells You Why It's Wrong

Every AI failure traces back to bad data. BrainScore™ Data Quality is the only enterprise feature that connects connector health to model prediction accuracy — and tells you which connector cost you how many percentage points.

View full BrainPredict architecture →