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AI-Powered Data Reconciliation & Validation Platform

Compare, validate, and reconcile data across multiple sources with automated exception management, real-time dashboards, and enterprise-grade workflows.

4

Reconciliation Types

7+

Data Connectors

15+

Integrations

Live Reconciliation
MySQL
Snowflake
Match
PostgreSQL
S3
2 Diffs
API
SQL Server
Running
Kafka
Tableau
Match

How InsightReconcile Works

A streamlined 5-step process from configuration to resolution

1

Connect

Connect to any data source via 7+ native connectors and secure ingestion paths.

2

Configure

Set up reconciliation jobs with templates, column mappings, and validation rules.

3

Compare

Run reconciliation across rows, fields, aggregates, or hashes with full audit trails.

4

Monitor

Track results on real-time dashboards with trend analysis and alerting.

5

Resolve

Manage exceptions with SLA tracking, collaboration, and automated resolution flows.

Reconciliation Types

Four powerful reconciliation methods to cover every data validation scenario

Row Count

Quick row count comparison between source and target datasets. Instantly detect data volume discrepancies across tables and systems.

Field-Level

Column-by-column field comparison with configurable variance detection and tolerance levels. Identify exact differences at the field level.

Aggregate

Compare aggregate functions like SUM, AVG, COUNT, MIN, and MAX across datasets. Perfect for financial and reporting reconciliation.

Hash-Based

Record-level hash comparison for ultra-fast row-level matching. Efficiently detect data changes across massive datasets at scale.

Connect Any Data Source

7+ native connectors to reconcile data across your entire technology stack

MySQL
PostgreSQL
SQL Server
Snowflake
Amazon S3
REST APIs
Kafka
Tableau
Power BI

Data Validation & Quality

Comprehensive validation rules and data profiling to ensure data integrity

Validation Rules Engine

Configure powerful validation rules with multiple rule types to enforce data quality at every stage.

  • Null Check — Detect missing or empty values
  • Range Validation — Ensure values fall within expected bounds
  • Regex Patterns — Validate data format with custom patterns
  • Referential Integrity — Cross-table reference validation
  • Uniqueness Constraints — Enforce unique value requirements
  • Custom SQL Rules — Write custom validation logic in SQL
  • Cross-Dataset Validation — Compare rules across data sources

Data Profiling & Analysis

Automatically profile your data to understand its shape, quality, and patterns before reconciliation.

  • Column Statistics — Count, nulls, distinct values, distribution
  • Anomaly Detection — Statistical outlier identification
  • Schema Drift Detection — Automatic schema change tracking
  • Data Categorization — Completeness, accuracy, consistency
  • Severity Levels — Critical, High, Medium, Low classification
  • Tolerance Controls — Absolute, percentage, or none
  • Rule Library — Reusable library of validation rules

Real-Time Dashboard & Monitoring

Complete visibility into your reconciliation health with KPIs, trends, and failure analysis

InsightReconcile Dashboard

1,247

Total Runs

98.2%

Match Rate

23

Open Exceptions

4h

Avg Resolution

Job Severity Status SLA
Orders Recon Critical Open 2h left
Payments Recon High In Progress 6h left
Inventory Sync Medium Resolved Completed

Complete Operational Visibility

  • Health Scorecards — At-a-glance reconciliation health
  • Trend Analysis — 30-day configurable trend views
  • Failure Analysis — Top failures and root causes
  • Match Percentage — Real-time match rate tracking
  • Run History — Detailed execution history and timing
  • SLA Monitoring — Track and enforce exception SLAs

Exception Management

Track, assign, and resolve data mismatches with a complete workflow

Exception Tracking

Automatic mismatch detection with severity levels: Critical, High, Medium, and Low. Never miss a data discrepancy.

Status Workflow

Full lifecycle management: Open, In Progress, Resolved, Dismissed, or Escalated. Every exception has a clear path to resolution.

Assignment & SLAs

Assign exceptions to team members with SLA tracking. Get alerts before deadlines and maintain accountability.

Collaboration

Threaded comment discussions on exceptions, bulk update capabilities, and team notifications for faster resolution.

Workflow Automation & Scheduling

Automate your reconciliation pipelines with visual workflows and flexible scheduling

Visual Workflow Builder

Build complex reconciliation workflows with a drag-and-drop node-based editor.

  • Recon Source Nodes — Extract data from source systems
  • Recon Target Nodes — Extract data from target systems
  • Compare Nodes — Run comparison logic
  • Validate Nodes — Post-comparison validation
  • Action Nodes — Trigger notifications and integrations
  • Library Nodes — Reusable data transformation blocks

Scheduling & Orchestration

Run reconciliations on your schedule with enterprise-grade orchestration.

  • Cron Scheduling — Flexible cron-based job scheduling
  • Airflow Integration — Native Apache Airflow DAG generation
  • Event-Driven — Trigger recon on data arrival events
  • Recon Templates — Reusable job templates for fast setup
  • DBT Integration — Process automation with dbt transformations
  • Celery Workers — Distributed task execution at scale

Data Lineage & Governance

Understand data flow, enforce policies, and maintain a complete audit trail

Data Lineage

Visual lineage tracking to understand how data flows between source and target systems. Identify impact before making changes.

Data Governance

Enforce data policies, guardrails, and redaction rules. Role-based access control ensures only authorized users manage recon jobs.

Audit Trail

Complete audit logging of all recon activities, configuration changes, and exception resolutions for regulatory compliance.

Enterprise Integrations

15+ integrations to connect InsightReconcile with your collaboration and BI tools

Microsoft Teams

Recon alerts & notifications

Slack

Real-time exception alerts

Jira

Exception to ticket escalation

Confluence

Documentation & knowledge

ServiceNow

Incident management

Tableau

BI dashboard embedding

Power BI

Report & dataset integration

GitHub

Version control & CI/CD

Neo4j

Knowledge graph & lineage

Grafana

Monitoring dashboards

OneDrive / SharePoint

File & document sharing

Outlook

Email notifications

AI-Powered Intelligence

Leverage AI to accelerate reconciliation analysis, insights, and decision-making

AI Copilot

An intelligent assistant that helps you configure recon jobs, interpret results, and suggest resolution actions for exceptions.

Document Intelligence

AI-powered document processing for reconciling unstructured data. Upload files, extract data, and compare across formats.

Smart Insights

AI-generated insights dashboard with trend predictions, anomaly alerts, and automated root cause analysis of mismatches.

Industry Use Cases

Trusted across industries for critical data reconciliation workflows

Financial Services

Trade reconciliation, payment matching, GL balancing, and regulatory reporting across banking systems.

Healthcare

Patient record reconciliation, claims validation, and HIPAA-compliant data integrity across clinical systems.

Retail & E-Commerce

Inventory reconciliation, order-to-fulfillment matching, and multi-channel data consistency validation.

Manufacturing

Supply chain data validation, BOM reconciliation, and production-to-ERP data integrity assurance.

Ready to Achieve 100% Data Accuracy?

Join leading organizations using InsightReconcile for automated data reconciliation and validation

On-premise deployment • No data leaves your network • Enterprise support included