Let Kosh AI Reconcile Every Order From Checkout to Seller Payout While Your Team Scales the Marketplace
Most marketplaces still reconcile orders, fees, and payouts as three separate problems, checked in three separate spreadsheets by three different people. Kosh AI replaces that patchwork. It pulls order, payment, commission, and payout data into one place, matches them end to end, and tells you exactly where the chain breaks.
You don't need to change your payment processor or restructure your commission model. Kosh AI reads what's already there and handles the matching, the checking, and the payout verification.
No two marketplaces are structured the same way. Kosh AI fits the seller model you run, the industry you work in, and how your finance team is structured.
Orders from independent sellers are reconciled end to end, with commission and payout calculations verified automatically.
Bookings and completed jobs are matched to provider payouts, with platform fees separated cleanly.
Higher-value, lower-volume orders with negotiated terms are reconciled with the same rigor as high-volume consumer orders.
Orders involving international sellers or buyers are reconciled with currency conversion and cross-border fees accounted for.
High-volume orders across thousands of sellers are reconciled daily, keeping payout cycles on schedule.
Reservation payments and host payouts are matched against booking records, including cancellation and refund rules.
Trip fares, driver earnings, and platform commissions are reconciled at the volume these platforms actually operate at.
Project payments and freelancer payouts are matched against milestones and platform fee schedules.
Kosh AI centralizes reconciliation for marketplaces processing high order volumes, giving real-time visibility and built-in controls across every seller.
Kosh AI gives growing marketplaces automated order-to-payout reconciliation without the headcount a manual process usually needs.
Reconciling orders, fees, and payouts by hand ties up your finance team across three separate processes every cycle, and the pressure to pay sellers on time makes it easy to miss an error. Kosh AI takes that load off your team and gives you a marketplace ledger you can trust.
Orders that used to require checking three systems now reconcile end to end automatically, freeing up days every cycle.
Every order is verified the same way, every time, so a miscalculated commission stops becoming a recurring seller dispute.
Instead of cross-referencing order, payment, and payout reports by hand, your team spends its time on orders that actually need judgment.
Sellers who are paid correctly and on time are less likely to churn or escalate disputes.
See which orders are reconciled end to end, which are stuck, and which need attention, without checking three systems.
Every reconciled order keeps its full payment-to-payout chain attached, so disputes and audits get answered in minutes.
Kosh AI connects directly with all major banks and ERPs, enabling real-time data sync for faster, more accurate reconciliations—no manual uploads, no delays.














A shared spreadsheet can't follow an order from checkout through commission calculation to seller payout without someone manually stitching the pieces together. Kosh AI is built to track that entire chain as one connected process.
Kosh AI follows an order from payment through commission to payout, not just one leg of the journey at a time.
A reconciliation break comes with the exact point of failure and a likely cause, not just a flag on the order.
Every correction your team makes feeds back into how Kosh AI reconciles similar orders next cycle.
From a simple single-seller order to a split shipment with partial refunds, Kosh AI handles the reconciliation logic each one needs.
Keeping a marketplace ledger clean comes down to a few habits most platforms know but struggle to apply consistently as they scale. Here's what Kosh AI helps enforce automatically.
Checking only the final payout misses errors introduced earlier, at payment capture or commission calculation.
Lumping these together makes it harder to spot which fee is actually driving a seller's payout discrepancy.
A refund touches the buyer, the seller, and the platform all at once, and each side needs to tie out correctly.
A seller who can see how their payout was calculated is far less likely to open a dispute over it.
Marketplace reconciliation software checks every order a platform processes against the payment it collected, the commission it calculated, and the payout it sent to the seller, confirming the entire chain ties out correctly rather than checking each piece in isolation. It pulls order, payment, and payout data straight from your marketplace platform and payment processor, so your finance team sees exactly where a reconciliation breaks instead of cross-referencing three separate reports by hand. Kosh AI takes it further by verifying commission calculations automatically, tracking refunds across every party they affect, and keeping the full order-to-payout chain attached to every reconciled transaction. The result is a marketplace ledger your finance team can close faster and sellers can trust.

Many marketplaces reconcile only the final step: does the payout amount sent to a seller match what the platform's own records say they're owed. That check catches some errors, but it misses the ones introduced earlier in the chain—a commission rate applied incorrectly at the point of sale, a payment that was captured but never properly linked to its order, a promotional discount that wasn't reflected consistently across the payment and the payout calculation. By the time these show up as a payout discrepancy, the root cause can be several steps removed and genuinely hard to trace.
This becomes a bigger problem as a marketplace scales. A handful of sellers and a simple commission structure can often be checked end to end without too much trouble. Once that grows to thousands of sellers, tiered commissions, promotional pricing, and cross-border transactions, tracing a single discrepancy back to its source becomes a multi-system investigation that eats up finance team time and delays seller payouts. Marketplace reconciliation software exists to reconcile the full chain automatically, so a break is caught and explained at the exact point it happened, not discovered three steps downstream.

Here's what actually changes when marketplace reconciliation moves off spreadsheets and onto software built for the full order lifecycle.
| What You're Comparing | Automated Marketplace Reconciliation | Doing It Manually |
|---|---|---|
| What Gets Checked | The full chain from payment to commission to payout is reconciled together. | Each leg is often checked separately, if at all, by different people. |
| Finding the Root Cause | A broken chain points to the exact step where the discrepancy began. | Tracing a payout error back to its source often takes a manual, multi-system investigation. |
| Handling More Sellers | New sellers and commission structures are added without extra headcount. | A growing seller base usually means more people needed to keep up. |
| Getting the Data In | Pulls order, payment, and payout data directly from your platform and processor. | Someone has to export and cross-reference three separate reports. |
| Cost Over Time | Less manual effort keeps the ongoing cost of reconciliation down. | Relies on hours of staff time every single payout cycle. |
| Seller Trust | Sellers see accurate, well-documented payouts, reducing disputes. | Payout errors that go unexplained tend to erode seller confidence over time. |
Not every reconciliation tool is built to follow an order through its full lifecycle. Here's what to walk through before picking one for your marketplace.
Set up Kosh AI, start reconciling the full order chain automatically, and release your next seller payout with numbers you already trust.
Schedule a Quick DemoMarketplace reconciliation software checks every order a platform processes against the payment collected, the commission calculated, and the payout sent to the seller, confirming the entire chain ties out. Kosh AI does this automatically, clearing matched orders and flagging exactly where a break occurred.
It pulls order, payment, and payout data directly from your marketplace platform and payment processor, then matches each order through the full chain using your actual commission and fee structure. Orders that reconcile cleanly clear automatically, and anything that doesn't gets flagged with the point of failure.
Checking only the final payout misses errors introduced earlier in the chain, and tracing those errors back manually gets harder as seller count and order volume grow. Marketplace reconciliation software keeps the full chain checked consistently, which matters for accurate seller payouts, fewer disputes, and a clean audit trail.
In practice, it covers order-to-payment matching, commission and fee verification, refund and return reconciliation, and final seller payout confirmation. Kosh AI handles all of these as one connected process rather than separate checks.
Payout reconciliation software typically focuses on verifying the final payout amount against expected calculations. Marketplace reconciliation software reconciles the entire order lifecycle, from payment capture through commission calculation to payout, catching errors introduced earlier in the chain. Kosh AI supports both, with marketplace reconciliation covering the fuller picture.
Yes, most marketplace reconciliation software is built to pull data from common marketplace platforms and payment processors. Kosh AI connects to major platforms and payment gateways alongside ERPs like SAP, Oracle, NetSuite, Sage, QuickBooks, and Xero, so order data flows in without manual exports.
No, but it takes most of the manual cross-referencing work off their plate. Kosh AI handles routine order-to-payout matching automatically, so your finance team can focus on resolving disputes and reviewing orders that actually need judgment.
It gets flagged immediately, with the exact point in the chain where the mismatch occurred, whether that's at payment capture, commission calculation, or payout. From there, it's routed for review with the full order history already pulled up, so it doesn't sit unresolved until a seller disputes their payout.
Most platforms can have core order categories reconciling automatically within a few weeks, since the software connects to systems you already use. Kosh AI follows a similar timeline, with more complex, multi-category rollouts typically taking 2 to 4 months to fully configure.
Start with how complex your commission structure is and how much of your current reconciliation only checks the final payout rather than the full chain. From there, compare options on end-to-end matching, refund handling, platform connectivity, and seller-facing transparency. Kosh AI is built around exactly that checklist, but it applies to any software you're comparing.
Book a demo and watch Kosh AI reconcile your own order, commission, and payout data.
Book a Demo