Machine learning & data mining

7 products

Demand & sales forecasting model

The problem Purchase orders are based on guesswork: one month you run out, the next month cash sits in the warehouse.

  • Sales forecasts per product or branch for the coming weeks and months
  • Accounts for seasonality, promotions, discounts and holidays
  • Uses time-series foundation models, so short sales histories still give usable forecasts
  • Suggested order quantities and reorder points, with a simple dashboard for the buyer

Good for: Retail chains, distributors, pharmacies and manufacturers

Customer churn prediction & next-best action

The problem By the time you notice a customer has left, it is too late to keep them.

  • A churn-risk score for every customer, updated with each purchase
  • Shows the reasons: fewer repeat orders, late payments, complaints
  • Suggests a concrete action (call, special offer, follow-up) and sends the list to your CRM or Telegram
  • Measures whether those actions actually reduced churn

Good for: Subscription businesses, gyms, insurance, B2B sales and online stores

Customer segmentation & market-basket analysis

The problem Every customer gets the same message and the same discount, and much of the budget is wasted.

  • Customer clusters based on buying behavior (RFM and clustering models)
  • Finds products that are bought together (association rules) for layout and cross-selling
  • Estimates the lifetime value of each customer group
  • Exports each group for SMS, campaigns or your CRM

Good for: Stores, restaurants, loyalty programs and online sales

Anomaly & fraud detection in transactions

The problem Mismatched balances, unusual discounts or suspicious transactions get lost among thousands of rows.

  • Automatic monitoring of sales, purchases, cash and stock transactions
  • Instant Telegram alerts for unusual cases, with the reason
  • Fewer false alarms by learning from reviewer feedback
  • Periodic reports for the finance manager and internal audit

Good for: Distributors, multi-branch stores, cash desks and audit teams

Price, discount & inventory optimization

The problem Prices and discounts are set by gut feeling or by competitors, and nobody knows where margin is lost.

  • A price-sensitivity model for each product or product group
  • Price and discount recommendations from operations-research models that respect your constraints
  • What-if simulation before any price change goes live
  • Aligns purchasing with warehouse capacity and cash flow

Good for: Retail, distribution, manufacturing and businesses facing inflation and price swings

Predictive maintenance for equipment

The problem A machine breaks down mid-shift, and the downtime costs more than the repair.

  • Analysis of sensor data, running hours and repair history
  • Warnings before failure, with a suggested service date
  • Ranks equipment by risk and cost of downtime
  • An equipment-health dashboard for the maintenance team

Good for: Factories, petrochemical and port operations, transport fleets and facilities

Automatic data extraction from invoices & scanned documents

The problem Invoices, contracts and paper forms are typed in by hand, which is slow and error-prone.

  • Reads Persian and English text from images and PDFs
  • Extracts specific fields (amount, date, counterparty, line items) and checks them against your rules
  • Sends results straight to Excel, accounting software or your ERP
  • Can run on your own server, so documents never leave your organization

Good for: Finance teams, insurance, import/export and document-heavy offices

How it works

From a conversation to software you use every day

  1. Free review session I look at your current process and we decide which part really needs building.
  2. A usable first version Instead of a long spec, you get a working version early and start using it.
  3. Handover, training, support Your team is trained, and fixes are made after real-world use.

Each product is built around your process, not one identical version for everyone; cost is estimated after the free review session.

Order a product

Pick a product and write a few lines about your business; I will get in touch to set up a free review session.

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