Automatika Connect

Get aggregated shopper demographics: identified vs anonymous sessions, age-range distribution, spend buckets, purchase frequency, payment method by age, busiest hours by age and cross-machine shopper rate. Counts only, never individual shoppers.

get_customer_profile

Get shopper search intents with typed/scanned source, no-result searches, selected products and search-to-product conversion.

get_search_terms

Find catalog products, bundles and recipes visible to a machine by name, brand, tag or ID (query with entity products), or page through its catalog IDs, names, tags, brands and page definitions by sequence cursor.

discover_screen_layout_catalog

Get dispense failure rates, duration percentiles (p50, p95, p99), and daily success/failure trends. Shows mechanical dispensing issues.

get_dispense_reliability

Apply targeted, validated edits to a draft without dropping untouched content. dryRun returns the diff and catalogCheck without saving; saving requires the reviewed draftUpdatedAt.

edit_screen_layout_template

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

get_failure_rate_per_1k

Get the latest reported accounting totals and coin tube quantities. Accounting values are provider-formatted strings; timestamps show observation age. This does not poll the kiosk.

get_financial_summary

Get read-only ADE fiscal reporting history, in-flight state, schedule, and pending fiscal-eligible transactions.

get_fiscal_reporting

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_fleet_action_plan

Compare desired versions with kiosk-reported applied versions; sent is not applied.

get_screen_layout_deployment_status

Inspect one screen layout template or a machine's current template, with assignments and concurrency timestamp. Large drafts return a page index; use pageId to read a complete page.

get_screen_layout_template

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

get_inactive_machines

List accessible screen layout templates, optionally filtering to the template assigned to one machine.

list_screen_layout_templates

List immutable published versions and the current release.

list_screen_layout_versions

Read stored session diagnostics for authorized machines: outcomes, drop-off stages, payment method, cart use, refunds and error flags. Filter by date and outcome; limit is optional. Session IDs allow timeline inspection. Shopper identities and cross-session user references are never returned. This tool cannot issue refunds or change sessions.

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

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

get_module_mtbf

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

get_module_mttr

Get the chronological money ledger for one machine: coins and notes in, change and refunds out, credit inserted and forfeited, operator test dispenses and accounting resets, each with its product and motor.

get_money_ledger

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

Validate a draft and summarize pages, runtime product-grid filters, sorting and columns, with the latest deployment diff and catalogCheck (IDs assigned machines lack). Product counts cover explicit references; grids resolve at runtime. includeHtml adds a schematic; exact rendering requires the console or kiosk.

preview_screen_layout_template

Publish a reviewed draft and queue replacement of kiosk layouts on its assigned machines within the signed-in operator's authorized private fleet. Requires explicit deployment approval and the reviewed draft timestamp. Queued or sent does not mean applied.

publish_screen_layout_template

Query structured machine logs with facets and cursor pagination, legacy text logs, or both for one accessible machine.

query_machine_logs

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. It only resolves identifiers: it handles no calendar, email, support-ticket, consumer shopping, marketing, restart, price-change, mark-refilled or other write actions.

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

Restore an immutable published version and queue replacement of kiosk layouts only on assigned machines within the signed-in operator's authorized private fleet. Requires explicit deployment approval; accepts no arbitrary destinations. Queued or sent does not mean applied.

rollback_screen_layout_template

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