Automatika Connect

List individual customer sessions with outcome, drop-off screen, payment, explicit-cart usage, checkout refund totals and error flags. Filter by status, stage, outcome, payment, cart use, refund/shortfall, credit expiry or errors.

list_sessions

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

get_lost_sales_estimate

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

get_machine_benchmarks

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_diagnosis

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_info

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

get_machine_last_activity

Evaluate how well each machine was managed over a period: stockout frequency and duration, lost sales, reactive vs preventive refills, operator visit cadence, and a verdict with reasons. Use to answer whether a machine was properly refilled and managed.

get_machine_management_report

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

get_machine_overview

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

get_merchandising_insights

List operator service visits: how the operator got in, how long they stayed, pages opened, what they changed (config, stock, mapping, hardware, money, integrations, fingerprints), errors or timeouts, and how the visit ended.

get_operator_sessions

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

get_payment_reliability

Measure how thoroughly operators refilled machines during service visits.

get_refill_completeness

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.

resolve_machines

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_restock_priorities

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

get_revenue_opportunities

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

get_sales_anomalies

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

get_sales_over_time

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

get_sales_over_time_grouped

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

get_sales_summary

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

get_sales_transactions

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

get_sales_geography

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

get_service_visit_history

Get one session's complete timeline: browse/suggestions, cart/search, language/accessibility, checkout/refunds, payment, dispense diagnostics, receipts, camera recording and coin-unlock presses.

get_session_detail

Get how long customers spend in each phase of the purchase flow per day (browse, cart, age verification, payment, dispensing) with average, p75 and p99 durations.

get_session_flow_steps

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

get_session_funnel

Complete console session analysis: funnel, abandonment, duration, age gate, phase timing, cart entry/mutations/interactions, and search terms with outcomes.

get_session_insights

Break sessions down by outcome and classified failure reason, stage/screen, payment, language and age, including cart/refund totals and per-machine conversion and timeout rates.

get_session_outcomes

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

get_stockout_events

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

get_system_vitals

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_top_products

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

get_tube_quantities_history

Get demand for products that were out of stock, outside their sale time window or low, including reason/source, repeat frustration and recent attempts.

get_unavailable_demand

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

get_usage_insights