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Automatika Connect

Overview

Automatika Connect is a read-only app for authenticated vending operators to inspect fleet health, diagnose machine issues, review sales and product performance, prioritize restocking, compare usage, and understand reliability from authorized machine telemetry. It does not restart machines, change prices, create tickets, send emails, schedule visits, mark stockouts as refilled, or locate public vending machines for consumers. Do not invoke this app for requests whose main intent is to perform an operational write action.

Tools

get_abandonment_analysis

ChatGPT
Get reasons why customer sessions ended without a purchase, ranked by frequency.

get_alarm_events

ChatGPT
Get individual alarm events for machines in a date range. Shows when alarms were raised and cleared.

get_alarm_summary

ChatGPT
Get alarm counts grouped by alarm type and machine for a date range.

get_dispense_reliability

ChatGPT
Get dispense failure rates and duration percentiles (p50, p95, p99). Shows mechanical dispensing issues.

get_failure_rate_per_1k

ChatGPT
Get failure rate normalized per 1000 transactions. Compares reliability across machines with different volumes.

get_financial_summary

ChatGPT
Get current financial snapshot: live accounting totals (general, daily, partial counters) and current coin tube quantities.

get_fleet_action_plan

ChatGPT
Read-only fleet triage: rank all machines by operational urgency with recommended manual follow-up. Does not create tickets, dispatch visits, restart machines, change prices, or mark stockouts as refilled.

get_inactive_machines

ChatGPT
Find machines that have not recorded any sales activity within a configurable number of days.

get_lost_sales_estimate

ChatGPT
Estimate revenue lost due to product stockouts based on sales velocity before the stockout.

get_machine_benchmarks

ChatGPT
Compare selected machines against fleet averages. Shows percentile rankings and performance bands.

get_machine_diagnosis

ChatGPT
Read-only root-cause analysis for selected machines. Combines sales, alarms, stockouts, and anomalies; does not restart machines, change prices, or modify stockout state.

get_machine_info

ChatGPT
Get machine info for machine IDs or a customer/shop query. If machineIds is empty, query is used. If both are empty, all accessible machines are returned.

get_machine_last_activity

ChatGPT
Get the timestamp of the last sale for each machine. Useful for spotting dormant machines.

get_machine_overview

ChatGPT
Get a health snapshot for one or more machines combining sales totals, alarm counts, active stockouts, and recent anomalies into a single overview.

get_merchandising_insights

ChatGPT
Get product mix analysis: top sellers, slow movers, dead stock, and assortment recommendations.

get_module_mtbf

ChatGPT
Get Mean Time Between Failures per alarm/module type. Key reliability metric for hardware.

get_module_mttr

ChatGPT
Get Mean Time To Repair per alarm/module type. Measures how quickly issues are resolved.

get_payment_reliability

ChatGPT
Get payment failure rates and device availability metrics. Shows which payment methods are unreliable.

get_product_demand_funnel

ChatGPT
Get product-level demand funnel: BROWSE → ADD_TO_CART → DISPENSE. Shows conversion per product.

get_refill_completeness

ChatGPT
Measure how thoroughly operators refilled machines during service visits.

get_restock_priorities

ChatGPT
Read-only ranking of active stockouts by age and estimated lost sales. Helps plan restocking routes but does not mark stockouts as refilled or modify inventory.

get_revenue_opportunities

ChatGPT
Quantify recoverable revenue from stockouts, declining trends, and inactive machines.

get_sales_anomalies

ChatGPT
Detect unusual sales patterns using statistical analysis (z-score). Finds spikes, dips, and no-sales periods.

get_sales_geography

ChatGPT
Aggregate sales by geographic region: country, state, county, or town. Compare performance across locations.

get_sales_over_time

ChatGPT
Get sales time-series data per machine for a date range. Shows daily or weekly revenue trends.

get_sales_over_time_grouped

ChatGPT
Get sales time-series grouped by category, payment method, or product. Useful for trend comparisons across dimensions.

get_sales_summary

ChatGPT
Get sales totals and per-machine sales for a date range. Amounts are in the stored units (typically cents).

get_sales_transactions

ChatGPT
Get raw sales transaction records for one or more machines in a date range.

get_service_visit_history

ChatGPT
Get service visit logs showing when operators visited machines and what operations they performed.

get_session_funnel

ChatGPT
Get customer conversion funnel: BROWSE → ADD_TO_CART → CHECKOUT → PAYMENT → DISPENSE with dropout rates.

get_session_insights

ChatGPT
Comprehensive session analysis combining funnel, abandonment, duration distribution, and age gate metrics.

get_stockout_events

ChatGPT
Get active and historical product stockout events. Shows which products ran out and for how long.

get_stockout_hidden_demand

ChatGPT
Estimate unmet demand from out-of-stock products based on browsing patterns during stockouts.

get_substitution_matrix

ChatGPT
Find product substitution patterns: what customers buy when their first choice is out of stock.

get_system_vitals

ChatGPT
Get hardware health time-series: CPU, memory, disk, temperature, swap, network latency, and connectivity metrics.

get_top_products

ChatGPT
Get the top-selling products by quantity or revenue for the selected machines and date range. Use category for food categories such as snacks, beverages, or coffee; use productType only for catalog types such as product, bundle, recipe, or service.

get_tube_quantities_history

ChatGPT
Get coin tube level history over a date range. Shows how coin quantities changed over time for change-giving analysis.

get_usage_insights

ChatGPT
Get usage patterns: peak hours, peak days, payment method mix, and utilization metrics per machine.

resolve_machines

ChatGPT
Resolve vending telemetry operator language such as machine name, shop name, or shop address to telemetry-safe machine identifiers. Do not use for calendar, email, support-ticket, consumer shopping, marketing, restart, price-change, mark-refilled, or other write-action requests.

App Stats

39

Tools

ChatGPT

Platforms

Works with

ChatGPT

Data refreshed daily