Invoice flood across stores
Supplier and utility invoices arrive in every format and have to be extracted, coded store by store, and posted into the ERP by hand.
Move faster from order to fulfillment to cash.
HachiAI builds and runs Intelligent Digital Workers that run retail back-office roles: invoice processing, order management, returns, deductions, and cash application, all inside the ERP and marketplace portals you already use. Your team stays on customers, inventory, vendors, and margin while the work keeps moving across every channel.
Full audit trails. Payment after results. Human in the loop. Live in weeks.






emailspreadsheetsshared drivesand 200+ business platforms.Marketplace orders, vendor invoices, returns, credits, deductions, and settlements all need to be checked, matched, posted, and reconciled across disconnected systems.
Supplier and utility invoices arrive in every format and have to be extracted, coded store by store, and posted into the ERP by hand.
Staff sign into each marketplace and vendor portal separately to pull orders, confirm shipments, and update statuses, one login at a time.
Marketplace and trade partners deduct and charge back constantly. Validating each claim, assembling backup, and filing the dispute eats hours, so many get written off as lost margin.
Orders from e-commerce, marketplaces, and wholesale land in different formats and get re-keyed into the ERP, with a second person checking for mistakes.
Returns are reconciled by hand across channels, slowing refunds, clouding inventory counts, and leaving credit memos to stack up at month-end.
Payments, remittances, and marketplace settlements are matched to invoices manually, stretching cash conversion and pushing the close past where it should land.
Meet three of the ten custom-built retail IDWs in the catalog. HachiAI designs, deploys, monitors, and improves each one end to end, so your team runs stores instead of chasing portals.
Validates incoming orders across channels, checks inventory and pricing, releases to fulfillment, handles fraud flags, updates the customer.
Investigates chargebacks, pulls proof of delivery, drafts the response, and submits to the processor, recovering 30–50% more disputed revenue.
Resolves 70%+ of tier-1 tickets like order status, returns, shipping, and product questions across email, chat, and phone, and escalates on a sentiment drop or an edge case.
Every result below is from a live retail or e-commerce deployment, shown by industry. Client logos elsewhere on this site are illustrative of the companies we serve and are not tied to specific results.
Public models are useful for drafting and reasoning. Posting invoices and clearing portals at retail volume needs accuracy, control, and data security that holds up under audit. IDWs are purpose-built for that.
The 99%+ accuracy retail invoices, orders, deductions, returns, and cash application demand, with human approval on edge cases and an audit trail on every action.
HachiAI designs, deploys, runs, monitors, and improves each IDW as a fully managed service. Your team gets the output without building an AI operations team.
For each step the worker picks the right model or tool for the task, whether Claude, GPT, Gemini, a private local model, RPA, UI automation, or a smaller specialized model, so accuracy stays high without betting the operation on one vendor.
Scoped access, approval gates, per-store rules, audit trails, and private deployment options are part of the worker from the start.
OCR reads the document. The IDW validates the fields, applies store and vendor rules, posts the update, and records the evidence.
Retail work changes constantly. IDWs handle changing portal screens, unstructured documents, exceptions, and channel-specific business rules.
Copilots assist the team. An IDW runs the repeatable work under approved permissions, then brings people in when judgment is required.
We begin with how invoices, orders, marketplace work, deductions, returns, and cash application actually move through your business.
Every retail IDW runs under the controls your finance, operations, and IT teams already need: scoped access, approval gates, audit evidence, and human review where risk is higher.
If a deduction is high-value, a vendor change looks risky, or an order exception is unclear, the IDW pauses and routes it to the right person.
The worker follows your store coding, channel rules, vendor terms, return policies, and approval paths instead of forcing one generic workflow.
Every action is recorded: source file, system checked, rule applied, decision made, approval received, and final update.
Your retail data stays in the deployment environment you choose. The IDW only uses the systems, files, and fields approved for its role.
When a correction is needed, the workflow keeps the history intact so the team can see what changed, why it changed, and who approved it.
The IDW gets access only to the systems and actions required for its role. No broad permissions, no open-ended access.
Yes. The IDW can work across marketplace and vendor portals such as Amazon, Wayfair, The Home Depot, CommerceHub, and Rithum, using secure UI automation where an API is not available.
Our chargeback and deductions agent pulls each claim, checks it against your rules and documents, assembles the backup, and routes the dispute with the context needed to act.
IDWs run at 99%+ accuracy on production transactions, with human review on low-confidence edge cases and a full audit trail on every action. Accuracy is measured against the scope we sign off with you, not a generic benchmark.
You pay for outcomes, not software. IDW fees start only after the worker is live and meeting the scope we sign off together, so you see measurable results before you pay for them. (See what one IDW is worth in your business on the ROI calculator at /roi-calculator.)
We'll find your highest-ROI retail workflow, map the controls, and show what governed, outcome-owned execution looks like in your environment.