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Behind every busy counter in Malappuram is a back office keying supplier bills, chasing approvals and matching bank entries by hand; that is the work AI automation takes on.
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Printed and typed invoices are read reliably. Handwritten and mixed-language bills are harder, and accuracy varies with legibility. We test on a real sample during discovery and tell you which suppliers can be automated now and which should stay manual or be asked for a printed bill.
It helps, because ERPNext has open APIs and we know it well, but it is not essential. The same capture and approval flows can feed another accounting system if it allows integration. Where the present software is closed, automation is often the point at which firms decide to move.
Entries are created as drafts, not final postings, unless you decide otherwise for low-risk cases. A person reviews and submits. Every automated action is logged with the source document attached, so your auditor can trace any figure back to the paper it came from.
After a first conversation about the process, the systems it touches and how it is handled today, we agree the scope and send you a written quotation. The price, the deliverables and the timeline are fixed against that scope before any work starts, so nothing grows without your sign-off.
You speak to someone who does this work, not a call centre. They ask about the repetitive IT or back-office work, the systems it touches and who approves it now. If it looks like a fit, we agree the scope and put it in writing, with the timeline, before any work starts. If it does not, we tell you.
Walk into the accounts room of a wholesale house in Tirur, a steel fabrication unit in Manjeri or a hospital in Perinthalmanna and the scene is familiar. A stack of supplier invoices waits to be typed. Purchase approvals wait for the managing partner, who is travelling. The bank statement is matched line by line at month end. None of it is skilled work, yet it occupies the most trusted people in the firm.
AI IT automation from Acube targets those jobs. Invoices, purchase orders and receipts are read by OCR and AI, matched and posted to ERPNext as drafts. Approvals are routed by rule, with duplicates and unusual amounts flagged. Reconciliation is auto-matched so only mismatches reach a person. For firms with their own servers, monitoring watches the logs and raises an alert before users notice.
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A supermarket chain buys from many distributors, each with a different bill layout, some handwritten. Traditional automation breaks when the format changes. AI capture reads varied documents, extracts supplier, items, tax and totals, and queues anything doubtful for a clerk.
In partnership firms every purchase above a small value waits for one person. Rule-based routing sends routine approvals to the right level, alerts the partner on his phone for the large ones, and records who approved what and when.
Matching bank credits to customer receipts, especially UPI and card settlements from several branches, takes days. Automated matching clears the obvious entries and presents only the exceptions, so the books close sooner.
An example
It is the last working day of the month at a fabrication unit in the Manjeri engineering cluster. The accountant used to spend this day typing steel and consumable bills from a dozen suppliers. Now the bills were photographed as they arrived; the capture tool has already matched most of them to purchase orders and posted drafts, and it has flagged two where the rate differs from the order. She resolves those in ten minutes. The bank feed has matched the contractor receipts by itself, leaving three UPI credits she has to identify. By lunch the partner in Doha has approved the pending large orders from his phone, and the month closes on the day it ends.
We begin with a process walk-through at your accounts department in Malappuram, counting documents and steps before proposing anything. One process is automated first, usually purchase invoices, and run in parallel with the manual method until your accountant trusts it. Build and monitoring are done from Kochi, with on-site sessions for training and the switch-over.
Start with one process. The first process chosen for payback, with accuracy and time saved measured.
People approve what matters. AI drafts, checks and routes; your team approves anything material.
Audit logs everywhere. Every automated action recorded: what, when and on what data.
Thresholds and fallback. Low-confidence cases go to a person, not through automatically.
Expand. The next process, once the first has proved itself.
The scope and timeline are agreed in writing before work starts.
Retail and wholesale trade
Purchase invoice capture from distributors, three-way matching with orders and goods receipts, and automatic follow-up of overdue dealer payments, for trading houses that process stacks of bills every day.
Construction and real estate
Subcontractor and material bills read and coded to the right project, approval routing by site and value, and reminders for customer instalments falling due, so the accounts desk keeps up with many sites.
Healthcare and hospitals
Pharmacy and consumable supplier invoices posted with batch and expiry, anomaly flags on unusual purchase quantities, and monitoring of the servers that run billing through the night.
General engineering cluster, Manjeri (MECON)cluster
MSE-CDP cluster with a CFC offering machinery services and training; gates, grills, steel furniture and trusses; about 500 units per the 2018 survey.
Hundreds of gate, grill, truss and steel-furniture units buy raw material from many small suppliers, so invoice capture and order matching is the first automation that pays for itself.
Source: dcmsme.gov.inKINFRA Techno Industrial Park, Kakkancherypark
KINFRA's Malappuram park at Kakkanchery near the University of Calicut; the 2018 district survey lists it as a food-processing park (started 2000, about 70 acres acquired) sharing its site with a small IT park, with around 39 working units at the time.
The food-processing units in the KINFRA park run purchase and dispatch documents in volume, the right shape for document capture and approval routing.
Source: kinfra.orgManjeri Municipalitylocal body
Home to the district's main SIDCO estate and the medical college town, where trading and hospital back offices generate the daily paperwork automation is meant for.
Source: malappuram.nic.inPlaces and organisations are named for local context only. Acube Innovations is not affiliated with or endorsed by them.
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Kochi (Kadavanthra & Infopark) · Thiruvananthapuram · across India & overseas · In business since 2011