Skip to main content
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 your525 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 →

Data Quality Engine — Live Stream

Real-time data validation, anomaly detection, and auto-correction across your AI data fabric

Data Quality EngineReal-Time Data Integrity AssuranceLIVE
Records Validated
2.3M
Today
Data Quality Score
98.7%
+0.4pts
Anomalies Fixed
1,847
Auto-corrected
Drift Detected
3
Flagged today
LIVE EVENT STREAM