Transaction Reconciliation Software That Simplifies Finance Operations

Cointab is an AI-assisted reconciliation platform built for finance teams that need to reconcile transactions across multiple systems. Instead of relying on spreadsheets, formulas, and repeated file comparisons, teams can upload data, map fields once, run reconciliation, review exceptions, and export audit-ready reports.

Why transaction reconciliation becomes difficult at scale

Finance teams often reconcile data from banks, payment gateways, marketplaces, ERP exports, vendor statements, customer records, logistics partners, and internal books. As volumes grow, manual checks become slow and difficult to audit.

Common pain points include:

• Repeating the same reconciliation setup every period
• Working with large files in Excel
• Handling different file formats and identifiers
• Tracking refunds, deductions, returns, fees, and settlement differences
• Reviewing open items that do not match cleanly
• Managing late or missed files during close
• Using inconsistent rules across team members

When the reconciliation process is spread across emails, spreadsheets, and manual checks, it becomes harder to keep reporting consistent and exceptions visible.

How Cointab simplifies the reconciliation workflow

Cointab uses a structured Side A and Side B model. Side A contains the records your business expects to be correct, while Side B contains records received from external systems, partners, banks, marketplaces, PSPs, or vendors.

1. Set up the reconciliation once

Users can create a popular reconciliation or build a custom reconciliation.

Popular reconciliations are useful when the external file structure is standard, such as payment gateway, marketplace, or bank reporting formats. Custom reconciliations are useful when a business wants to compare its own internal reports with partner or system data in a specific way.

2. Upload data or automate inputs

Cointab supports manual file upload as well as automated data input through email, SFTP, or API.

Users can upload:

• CSV files
• XLS files
• XLSX files

Multiple files can be used under the same report if they follow the configured format.

3. Map the required fields

For each primary report, users select the header row, date column, amount column, and one or more identifier columns.

Identifier columns can include:

• Order ID
• Transaction ID
• Invoice number
• Payment reference
• Bank UTR
• AWB number
• Settlement ID
• SKU
• Customer or vendor code

If a file does not match the configured format, Cointab shows a clear validation error so the issue can be corrected before the run continues.

4. Use supporting data when needed

Supporting data is optional and is used to enrich, merge, or prepare the primary data before reconciliation.

Examples include:

• Product master files
• Fee rate files
• Return reports
• Marketplace mapping files
• GST or tax mapping files
• Delivery partner reference files
• Customer or vendor master data

This is useful when finance teams need VLOOKUP-style enrichment, reference mapping, or additional context before matching records.

5. Create derived columns with AI assistance

Users can create calculated columns on both sides. Cointab can help generate Excel-style formulas from natural language prompts, which is useful when a team knows the business logic but does not want to build formulas manually.

Derived columns can be used for:

• Cleaning identifiers
• Calculating net amounts
• Normalizing transaction references
• Adjusting refund values
• Building lookup fields
• Preparing output fields for review

6. Run reconciliation and review live progress

Once the data is ready, users run reconciliation manually or schedule it to run automatically.

The engine applies structured matching logic across one-to-one, one-to-many, many-to-one, many-to-many, net-to-net, and partial matching scenarios. Users can see live progress while the reconciliation is processing.

7. Review the report by exception type

After processing, the report shows matched and open items clearly.

Users can review:

• Fully matched transactions
• Partially matched transactions
• Unmatched transactions
• Skipped transactions

This helps teams focus on exceptions instead of checking every row manually.

8. Download or send the output downstream

Teams can download Excel reconciliation reports for review, audit, and partner follow-up. Cointab can also push outputs back through email, SFTP, or API so downstream systems stay updated.

Reconciliation workflows Cointab is commonly used for

Cointab is not limited to one type of reconciliation. It can be used for a wide range of finance and operations workflows, including:

• Sales vs payment gateway reconciliation
• Marketplace sales vs settlement reconciliation
• Bank statement vs books reconciliation
• Vendor reconciliation
• Customer reconciliation
• COD delivery partner reconciliation
• ERP reconciliation
• Invoice and ledger comparisons

This flexibility makes it useful for businesses that reconcile money movement, settlements, charges, or operational transactions across multiple systems.

Built for recurring finance operations

A major advantage of Cointab is reuse. Once a reconciliation is configured, users do not need to rebuild the same setup every month.

That matters for:

• Monthly close
• Quarterly reporting
• Year-end review
• Daily or weekly operational reconciliations
• Lifetime or custom period tracking

Teams can also upload missed files under the same reconciliation and refresh the report, which is helpful when partner or bank files arrive late.

Where AI helps without taking control away from finance teams

AI is used to support finance review, not replace it.

Cointab uses AI in three practical ways:

AI formula builder

Users can describe the logic they want in plain language, and Cointab helps generate an Excel-style formula for a derived column.

AI-assisted open item analysis

After structured matching is complete, AI can help analyze open transactions where deterministic rules are not enough. This is useful for slightly different descriptions, missing identifiers, inconsistent partner data, and more complex grouping scenarios.

AI reason and action suggestions

For unresolved items, AI can help identify likely reasons for the difference and suggest the next step, such as checking for a missed file, reviewing a refund, or verifying a partner deduction.

If the evidence is not strong enough, the item remains open rather than being forced into a weak match.

Manual match and exception handling

Finance teams still need judgment for some exceptions. Cointab includes a manual match option for transactions that the system or AI could not confidently match.

Manual matching is useful when:

• The user knows the business context
• A partner report is incomplete
• The identifier is missing
• A one-off exception needs review

Manual matches remain clearly marked, so the reconciliation history stays auditable.

What finance teams gain from a structured reconciliation platform

A good reconciliation tool should help teams stay in control of the process while reducing repetitive work. Cointab is designed to support that with:

• Consistent matching logic across periods
• Clear visibility into matched, partially matched, unmatched, and skipped records
• Reusable reconciliation setups
• Support for automation through email, SFTP, and API
• Audit-friendly downloadable reports
• Team workspaces with roles and access control
• Dashboard history for past runs and future reference

What to look for in transaction reconciliation software

If you are evaluating reconciliation software, it helps to look beyond basic file matching. Finance teams usually need a platform that can handle the full workflow from setup to reporting.

Key questions include:

• Can the same workflow be reused for future periods?
• Can the platform handle custom reconciliation as well as standard reports?
• Are exceptions clearly separated from fully matched rows?
• Can supporting data be used for lookup and enrichment?
• Can reconciliation run automatically on a schedule?
• Can reports be exported in an audit-friendly format?
• Can the output be shared back to internal systems?

The stronger the workflow around setup, matching, review, and reporting, the less time finance teams need to spend on spreadsheet cleanup.

Frequently asked questions

What is transaction reconciliation in Cointab?

Transaction reconciliation in Cointab means comparing Side A records with Side B records, matching transactions using structured rules, and reviewing any differences, open items, or skipped rows in a clear report.

Can Cointab handle both standard and custom reconciliations?

Yes. Cointab supports popular reconciliations for common partner reports and custom reconciliations for business-specific workflows.

What happens to unmatched or skipped transactions?

Unmatched transactions remain visible for review, and skipped transactions are shown separately so users can understand why a row was not included in the reconciliation run.

Can reconciliation runs be automated?

Yes. Once a reconciliation is configured, users can automate data input and scheduled reconciliation runs through email, SFTP, or API-based workflows.

Can users manually match transactions?

Yes. Manual match is available for exceptions that require human judgment, and manual matches are clearly marked in the report.

How are reports used after reconciliation?

Users can download Excel reports for review and audit work, or send reconciliation output to downstream internal systems through email, SFTP, or API.