dqagent

Built in Türkiye · KVKK-native · On-prem LLM

Banking-grade data quality platform for financial services your data never leaves your server.

17 autonomous agents powered by a local LLM. BDDK, KVKK, BCBS 239, IFRS 9 and SOX compliant reports. A 14-phase pipeline in 22 seconds, with a 7-year encrypted audit trail.

  • On-prem deployment
  • Hardware-bound license
  • Zero data exfiltration
  • Turkish-native
dqagent.local · /dashboard

Toplam tablo

1,284

+18

Aktif anomali

23

-4

Kalite skoru

92.4%

+1.2%

Uyum (5/5)

94%

+3%

SLA ihlali

2

-1

Tahmini etki

₺ 184K

-12%

Son anomaliler

14 faz · 22sn

MUSTERI.TCKNCRITICALTCKN_FORMAT_VIOLATION47
HESAP.BAKIYECRITICALNEGATIVE_BALANCE3
ISLEM.TUTARWARNMULTIVARIATE_OUTLIER218
KREDI.VADE_TARIHIWARNFUTURE_DATE_VIOLATION12
FATURA.EMAILWARNEMAIL_FORMAT_VIOLATION89

Uyum durumu

KVKK96%
BDDK94%
BCBS 23991%
IFRS 988%
SOX100%

Three foundational promises

Architectural principles, not marketing claims.

Data sovereignty

The LLM runs on your own server. No data or PII ever leaves. Licenses are bound to MAC + hostname; copied installations refuse to start.

Compliance lives in code

BDDK, KVKK, BCBS 239, IFRS 9, SOX and AML/5549 aren't PDF templates — they're agent behavior. Each anomaly maps to the relevant regulatory article.

Autonomous pipeline

14 phases, 17 agents. Profiling → anomaly → lineage → governance → RCA → forecast → cost. 22 seconds with LLM off, 7 minutes with LLM on.

A 14-phase autonomous pipeline

Each phase produces a snapshot; the next phase reads it. A single phase failure never stops the pipeline.

Phase 1

Schema Discovery

SchemaDiscoveryAgent

Catalogs all tables, FKs and finance-table patterns from INFORMATION_SCHEMA + sys.foreign_keys.

Typical duration
~5sn
Minimum tier
professional
Tier:professionalenterpriseFinance Bundle

22 anomaly types in a single pipeline

Z-score, IsolationForest, format validation, drift, CDC and cross-table — all under one orchestrator.

NOT NULL violation

CRITICAL

NULL in PK column

High null rate

WARN

>30% NULL

Empty column

WARN

100% NULL

TCKN format error

CRITICAL

11-digit + check digit

IBAN format error

CRITICAL

TR + 24 digits + mod-97

Email format error

WARN

Non-RFC 5322

Future date

WARN

Transaction date > today

Numeric outlier

WARN

Z-score > 3

Multivariate outlier

WARN

IsolationForest

High IQR outlier rate

INFO

>5% rows

Negative balance

CRITICAL

Customer balance < 0

FK orphan

CRITICAL

Transaction → missing customer

Duplicate rows

WARN

Same PK twice

Cross-table inconsistency

WARN

Different NULL pattern across tables

Stale data

WARN

freshness > 24h

Null drift

WARN

+10% last week

Distinct shift

INFO

New category appeared

Volume drop

CRITICAL

-50% rows

Volume spike

WARN

+200% rows

DELETE spike

WARN

Unexpected deletes

Finance table DELETE

CRITICAL

Any delete

Reconciliation breach

CRITICAL

GL ≠ subledger

7-day SLA forecast breach

WARN

Linear regression

Five regulations, one platform

PDF + HTML reports per framework, with evidence chains mapped to specific articles.

KVKK

Turkish Personal Data Protection Law (Law 6698)

PII inventory, retention policies, masking and anonymization evidence.

MaskingAgent + ComplianceAgent

BDDK

Turkish Banking Regulator — Data Governance

Governance structure, ownership matrix, audit trail, lineage documentation.

GovernanceAgent + LineageAgent + ComplianceAgent

BCBS 239

Basel Risk Data Aggregation Principles

Per-principle (P1–P11) agent-based evidence: accuracy, completeness, timeliness, adaptability.

ProfilingAgent + AnomalyDetectionAgent + LineageAgent

IFRS 9

Financial Instruments — Expected Credit Loss

PD/LGD/ECL data completeness, timeliness and outlier checks for loan tables.

ProfilingAgent + ContractAgent + ReconciliationAgent

SOX

Sarbanes-Oxley — Information Controls

Encrypted 7-year audit log, role-based access, approval-gated mutations — supports SOX 302/404.

OrchestratorAgent (audit) + auth_manager

AML / 5549

Anti-Money-Laundering (Turkish Law 5549)

KYC data completeness, anomaly detection on suspicious transaction tables.

AnomalyDetectionAgent + CrossTableAgent

Dashboard included. Zero build pipeline.

A single HTML file, no Node toolchain. 13 tabs: KPIs, anomalies, lineage, compliance, heatmap, approvals, AI copilot.

  • 6 KPI widgets
  • 13-tab analytics
  • ISO 8000 heatmap
  • WebSocket live alerts
  • PDF / HTML / Excel export
  • Natural-language DQ queries

ISO 8000 Heatmap

Completeness

96%

Accuracy

92%

Validity

89%

Consistency

94%

Timeliness

87%

Uniqueness

98%

30-minute live demo against your own schema

Not a slideshow — a live install. We profile your SQL Server connection in minutes.