# Muvia > Muvia is a data platform in two lines. Muvia connects a company's data, from ERP, CRM, databases and files, to dashboards, reports, forecasts and alarms; Muvia Industrial adds the machines, through an edge node next to the line. Both answer where you already work: in a dashboard, in a report or in the AI assistant you use every day. Every answer shows the query that produced it. ## Developers and agents - [Full developer documentation for agents](https://developers.muviabi.com/llms.txt): the complete developer docs, in llms.txt form - [Agent quickstart](https://developers.muviabi.com/guides/agent-quickstart.md): how an agent starts working with Muvia - [MCP server guide](https://developers.muviabi.com/guides/mcp-server.md): connecting to Muvia's MCP server - [Connect an assistant](https://muviabi.com/en/agents/connect): how a person connects an AI assistant to Muvia ## Platform - [Muvia BI: data platform for BI, AI and machine learning](https://muviabi.com/en): Connect your ERP, CRM, databases, files and machines for dashboards, PDF reports, alerts, Python ML models and an AI assistant, in one cloud service. - [Business intelligence platform with built-in AI](https://muviabi.com/en/platform): Bring ERP, CRM and spreadsheet data into one place: one margin definition, the Monday report, alerts and an AI assistant for the people who make decisions. - [Technology: data ingestion, SQL, dashboards, APIs](https://muviabi.com/en/platform/technology): Connectors for databases, SaaS apps and files, incremental copies over TLS, a semantic model, SQL and Python, dashboards, alerts, a REST API and webhooks. - [Data science and machine learning in production](https://muviabi.com/en/data-science): Train wherever you like, run in Muvia: pandas, scikit-learn, ONNX and joblib models on a schedule against governed data, in the cloud or at the edge. - [Data security and access control](https://muviabi.com/en/security): A cloud service with a separate database per company, TOTP and passkeys, custom roles and permissions, and an activity log sealed every night. - [Muvia compared: Snowflake, Databricks, Cognite](https://muviabi.com/en/compare): Muvia next to Snowflake and Databricks, Muvia Industrial next to Cognite Data Fusion: one database per company, no schema to design. With sources. ## Agents - [Athena, Muvia's AI assistant for your data](https://muviabi.com/en/agents): Athena answers on the project's data and shows the query, keeps watch over the project and prepares changes. A person has the final say. - [AI connectors: Muvia inside Claude and ChatGPT](https://muviabi.com/en/agents/connectors): Connect Claude, ChatGPT, VS Code, Claude Code and other assistants to Muvia: they read the project's data and propose changes a person approves. - [Agents and MCP: connect any assistant to Muvia](https://muviabi.com/en/agents/technology): A remote MCP server with OAuth 2.1 login, permissions chosen by the user, proposals a person approves, admin control and a log of every call. - [Connect Claude, ChatGPT and others to Muvia](https://muviabi.com/en/agents/connect): A guide to Muvia's MCP server: requirements, connecting Claude, ChatGPT and VS Code, consent and permissions, examples, revoking, data and common problems. ## Products - [Company dashboards, on the wall too](https://muviabi.com/en/products/dashboards): Dashboards on up-to-date data, with the time range and time zone you choose, favourites and a full-screen kiosk mode for the office monitor. - [Scheduled PDF reports, sent by email](https://muviabi.com/en/products/reports): Print a notebook to PDF on a schedule and email it to whoever needs to read it, without asking anyone for a file. Every run stays in the history. - [Alarm register: acknowledge and annotate](https://muviabi.com/en/products/alarms): Every alarm of the project's flows has its own episode: take it in charge, classify it, write what happened and mention a colleague. - [Mail channels for your reports](https://muviabi.com/en/products/channels): A mail channel says who receives your reports and how: recipients, subject, text, Muvia mail or your own SMTP server, with a list of every send. - [Saved SQL queries on your data](https://muviabi.com/en/products/queries): Build a query in steps or write it in SQL, try it without saving, then save it: it becomes the base of Muvia's datasets, widgets and reports. - [Notebooks: cell reports printable to PDF](https://muviabi.com/en/products/notebooks): A Muvia notebook is a document of text cells, queries and dataset views, kept current on your data and delivered as a PDF on a schedule. - [Python functions on a fixed runtime](https://muviabi.com/en/products/functions): Write in Python what SQL cannot say clearly: pandas, scikit-learn and ONNX on a fixed runtime, the same in the cloud and on the node. - [Flows: scheduled calculations on your data](https://muviabi.com/en/products/flows): A flow runs functions on a schedule or on new data, replays history and writes to managed tables, with approval and a run register. - [Analisi: signals, conditions and saved analyses](https://muviabi.com/en/products/analysis): Analisi puts signals on one chart, compares them around an event, annotates them and saves them with versions. Share one with a public link. - [Predictors: anomalies, forecasts, probability](https://muviabi.com/en/products/predictors): A predictor is built from a query in four steps: it flags anomalies, forecasts with a band, estimates a value or the probability of an event. - [Project Map: what reads what, before a change](https://muviabi.com/en/products/project-map): One page with the whole chain of a project, from sources to reports. Click a card to light up what it reads and what reads it, then change with care. - [Datasets: a query's result with stable fields](https://muviabi.com/en/products/datasets): A dataset is what a query promises to return: named fields with role, type, unit, limits and an aggregation rule. Dashboards, notebooks and Athena read it. - [Data Lake: the catalogue of measures](https://muviabi.com/en/products/data-lake): The Data Lake lists a project's measures with their unit, type and status. A measure can be declared before its data arrives and watched. - [Data Checks: rules on data quality](https://muviabi.com/en/products/data-checks): Data Checks applies rules to a query's values: it flags or excludes rows, keeps them in quarantine and gives each run a quality score. - [Live Ingest: files, databases and SaaS in Muvia](https://muviabi.com/en/products/data-sources): Upload CSV and Excel or connect SQL Server, PostgreSQL, MySQL, Oracle, Salesforce, HubSpot and more: each source becomes a table, copied incrementally. - [Data gateway: drivers for databases, IT](https://muviabi.com/en/products/data-gateway): A node on the company network reads SQL Server, PostgreSQL, MySQL, Oracle, MongoDB, Prometheus and REST/HTTP services, and brings them into Muvia as data. - [Data export: OData for Excel and Power BI](https://muviabi.com/en/products/data-export): An OData feed brings a project's datasets into Excel and Power BI; the read-only public API v1 is part of the same module. - [Users and roles: tailored permissions in Muvia](https://muviabi.com/en/products/users-and-roles): Create roles with the permissions you choose, assign them to people and group them in teams. Deactivating a person ends their sessions at once. - [Two-factor sign-in: TOTP and passkeys in Muvia](https://muviabi.com/en/products/two-factor): Email codes, authenticator apps, passkeys, recovery codes and trusted devices, with a per-company policy that decides how strict sign-in should be. - [Audit: Muvia's activity log](https://muviabi.com/en/products/audit): One log for changes and sign-ins, with the fields that changed, filters and xlsx export. Sealed every night so tampering can be detected. - [API keys: Muvia's read-only REST API](https://muviabi.com/en/products/api-keys): Issue a key for an integration and let it read projects, datasets and rows through the read-only public REST API. With expiry and instant revocation. - [Webhooks: signed events and a delivery log](https://muviabi.com/en/products/webhooks): Register a URL and pick the events: Muvia POSTs them with an HMAC signature, retries when needed and keeps a log of every delivery that you can read. ## Use cases - [Muvia use cases: BI, AI and ML by industry](https://muviabi.com/en/use-cases): Automotive, retail, supply chain, banking, healthcare, finance and ESG: Muvia use cases with real product screens on sample data. - [Muvia Industrial use cases: industrial IoT](https://muviabi.com/en/industrial/use-cases): Automotive, manufacturing, energy and offshore: Muvia Industrial use cases with real product screens on sample data. - [Automotive OEE: shifts, losses and micro-stops](https://muviabi.com/en/industrial/use-cases/automotive-oee): OEE per shift with availability, performance and quality, the six big losses and micro-stops hour by hour, from press and welding-cell counters. - [SPC and Cpk on critical characteristics](https://muviabi.com/en/industrial/use-cases/automotive-spc): Critical dimensions, a control chart with Western Electric rules and Cpk per die: die wear shows before the first scrapped part. - [Lot traceability down to the vehicle](https://muviabi.com/en/use-cases/automotive-traceability): Lots, orders, serial numbers, JIS shipments and vehicles linked: the scope of a suspect lot in minutes, with the 8D report in the same place. - [JIS deliveries and OTIF per car maker](https://muviabi.com/en/use-cases/automotive-jis-deliveries): Call-offs every two hours, sequenced shipments and delays in one dashboard: OTIF per car maker and the moment of the week when delays start. - [Process quality and lot traceability](https://muviabi.com/en/industrial/use-cases/process-quality): Process parameters from the PLC, lots from the line database, scrap from the ERP: each lot's process history and an alert when a parameter drifts. - [Control charts with the Western Electric rules](https://muviabi.com/en/industrial/use-cases/control-chart): Weighings from the checkweigher, an X̄-R chart with 3σ limits and Western Electric rules in Python, Cpk by shift: drift shows up before the scrap does. - [Connected machines and fleet monitoring for OEMs](https://muviabi.com/en/industrial/use-cases/connected-machines): A Muvia node on every machine you sell and a separate company per customer: your service team follows the fleet with one login, customers see dashboards. - [Field measurement campaigns with the edge node](https://muviabi.com/en/industrial/use-cases/measurement-campaign): An edge node acquires a machine's load and vibration every second; overlaid steps and correlations tell you the same day what is driving the bearing. - [The shop floor in 3D on a production dashboard](https://muviabi.com/en/industrial/use-cases/factory-3d): The 3D model of the shop floor on a dashboard, with output, scrap, energy per kg and pressures against limits: every element carries its machine's name. - [The plant graph: models, assets and documents](https://muviabi.com/en/industrial/use-cases/plant-graph): Nested models and assets, manuals next to the machine, Athena reading them, and the Project Map from each machine to the dashboards that use it. - [Predictive maintenance with industrial IoT](https://muviabi.com/en/industrial/use-cases/predictive-maintenance): Vibration, temperature and current from the PLC become deviations, a health index and your own model's score, with an alert straight to maintenance. - [Energy monitoring per production line and piece](https://muviabi.com/en/industrial/use-cases/energy): Map the company's energy use: meters read over Modbus TCP and joined with production, kWh per line, shift and piece, and alarms on unusual peaks. - [The pumping station in 3D, pump by pump](https://muviabi.com/en/industrial/use-cases/pumping-station-3d): The pumping station as a 3D model, every pump carrying its asset's name, with vibration and temperatures alongside against the manual's limits. - [From control-system tag names to plant assets](https://muviabi.com/en/industrial/use-cases/tags-to-assets): Hundreds of tags read by a Python function: machine code, instrument and unit become asset variables, with the confidence and reason behind each match. - [Sea state and offshore mooring fatigue](https://muviabi.com/en/industrial/use-cases/offshore-storm): Waves, motion and mooring tensions every minute; a Python function computes significant wave height and the fatigue of each line after a storm. - [Radio interference in cell counters](https://muviabi.com/en/use-cases/cell-interference): Cell counters every minute, a condition that isolates interference, the evenings overlaid and an hour-by-day heatmap: found before the complaints. - [Antenna retilt: drive tests before and after](https://muviabi.com/en/use-cases/antenna-retilt): Two drive-test campaigns on the same route, compared lap by lap and stretch by stretch: SINR and throughput show whether the antenna retilt worked. - [Sales dashboard for a network of stores](https://muviabi.com/en/use-cases/retail-sales): Revenue, growth, units and customers for every store, week by week and from the total down to the department, in a dashboard that stays current. - [Market basket analysis on till receipts](https://muviabi.com/en/use-cases/market-basket): Association rules on loyalty-card receipts, recomputed every night: the lift map and, for every strong rule, what to do in store. - [Price elasticity, item by item](https://muviabi.com/en/use-cases/pricing): Two years of prices and units, a model that estimates elasticity weekly and the price-list proposal: what to raise, what to cut and the margin it brings. - [Promotion analysis with sales and stock](https://muviabi.com/en/use-cases/promotions): Discount, sales and stock in one analysis: what each point of discount brings, week by week, and which promotions ran out of goods. - [Sales explained by weather and holidays](https://muviabi.com/en/use-cases/external-data): Weather, holidays and demographics next to each province's sales: what one degree more is worth and where to move stock before a long weekend. - [Voice of the customer: reviews and tickets](https://muviabi.com/en/use-cases/customer-voice): Topic and tone of every review and every ticket, computed each night: you see when a problem flares up and Athena sums up what to do. - [Online store checkout monitoring](https://muviabi.com/en/use-cases/checkout-incidents): Sessions, conversion and checkout errors every 15 minutes: a condition finds the incidents and an alarm takes them to whoever picks them up. - [The net effect of marketing campaigns](https://muviabi.com/en/use-cases/marketing-campaigns): Actual orders against those expected without campaigns, hour by hour: the net effect of email, social, search and TV, and when spend pays back. - [A/B testing with statistical significance](https://muviabi.com/en/use-cases/ab-test): Visits and conversions of two pages, a z-test recomputed every morning with a confidence interval and a p-value, and Athena writing the conclusion. - [Demand forecasting software for sales and stock](https://muviabi.com/en/use-cases/demand-forecasting): Demand forecasting every night on sales and stock: forecast, actual sales and understock in front of the buyers, with your own data scientist's model. - [Stock coverage and low-stock alarms by item](https://muviabi.com/en/use-cases/stock-coverage): Days of cover per item, worked out daily from sales and stock, with an alarm that opens below the threshold and closes by itself once goods arrive. - [Supplier OTIF and delivery performance](https://muviabi.com/en/use-cases/supplier-otif): Receipts checked by rules on the data, OTIF delivery by delivery and a supplier ranking: who is slipping, since when and on which product families. - [Delivery times and carrier performance](https://muviabi.com/en/use-cases/delivery-times): Warehouse shipments and carrier delivery data joined: times by area and carrier, delays week by week and the carrier review already written. - [Card payment fraud detection](https://muviabi.com/en/use-cases/payment-fraud): A score for every card payment, worked out by your team's function against the customer's habits, and an alarm when suspicious payments start to cluster. - [Customer 360 view and RFM segmentation](https://muviabi.com/en/use-cases/customer-360): Payments, chargebacks, support and newsletter joined per customer, RFM segments every Monday and Athena saying which valuable customers to call and why. - [Motor claims and black-box telematics](https://muviabi.com/en/use-cases/claims-telematics): Claims compared with telematics second by second, a score recomputed every morning and the claims to send for inspection, all on one dashboard. - [Portfolio risk, volatility and correlations](https://muviabi.com/en/use-cases/portfolio-risk): Fund prices by the minute, volatility and drawdown worked out in Python, spikes aligned and correlations that shift: risk ready for the committee. - [Emergency department arrivals, waits and beds](https://muviabi.com/en/use-cases/emergency-department): Arrivals, triage codes, waits and beds hour by hour: the seasonal surge seen coming and a ward screen that updates by itself. - [Vital signs: desaturation analysis by bed](https://muviabi.com/en/use-cases/vital-signs): Saturation, heart rate and breathing from ward monitors, cleaned in Python: real desaturations, overlaid and annotated by staff, bed by bed. - [Clinical trial: comparing arms and reporting](https://muviabi.com/en/use-cases/clinical-trial): Visits, measurements and adverse events joined per patient, the comparison between arms rerun in Python at every visit, and the committee report. - [Screening uptake and waiting times by district](https://muviabi.com/en/use-cases/screening-programme): Invitations, uptake and follow-up tests joined by district and age group: who falls behind, where waits are longest, and Athena explaining why. - [Management accounting and margin analysis](https://muviabi.com/en/use-cases/margins): Invoices and costs from the ERP, customers from the CRM, budget from a spreadsheet: one margin per customer and product, a Monday report and drift alerts. - [Sales pipeline and analytics from CRM and ERP](https://muviabi.com/en/use-cases/sales-pipeline): Sales pipeline management and sales analytics from CRM and ERP: conversion by stage, revenue against targets and the customers who are ordering less. - [Month-end close and budget variance analysis](https://muviabi.com/en/use-cases/month-end-close): A monthly income statement per business unit, an EBITDA bridge against budget and the close commentary as a PDF, without rebuilding it in a spreadsheet. - [Receivables aging and DSO, every morning](https://muviabi.com/en/use-cases/receivables-aging): Accounts receivable aging by overdue bucket, DSO against target and the customers who weigh most, from the ERP's open items. On one page, every morning. - [B2B customer churn risk, scored weekly](https://muviabi.com/en/use-cases/churn-risk): Orders from the ERP, customers and reps from the CRM: every Monday a churn risk score for each customer and the list of who to call, rep by rep. - [Scope 1 and 2 emissions for ESG reporting](https://muviabi.com/en/use-cases/sustainability-report): Meter readings, emission factors and production: Scope 1 and 2 emissions per site and intensity per tonne, with every step from raw data checked. - [Overtime and absence on the department screen](https://muviabi.com/en/use-cases/team-screen): Overtime, absence and training by department on a screen that refreshes itself, with no personal data and the full analysis one click behind it. - [Machine learning models on company data](https://muviabi.com/en/use-cases/data-science): Train with your own tools, then run the model on a schedule next to governed data and feed its scores into dashboards, alerts and reports. - [An AI assistant that saves queries and notebooks](https://muviabi.com/en/use-cases/ask-athena): Ask in plain language: Athena saves the query, writes the notebook with its conclusion and explains from the data what happened, showing the query it ran. - [Integrate ERP and CRM data with quality checks](https://muviabi.com/en/use-cases/source-integration): Connect the ERP, the CRM and files from one catalogue; data rules keep bad rows out and set them aside in quarantine, each with its reason. - [Incremental data pipelines without code](https://muviabi.com/en/use-cases/self-updating-tables): Hourly order files, cleaning and checks in cascade from raw data to business-ready tables: dashboards up to date without anyone pressing a button. - [Data governance: lineage, checks and roles](https://muviabi.com/en/use-cases/data-governance): Lineage from file to dashboard, checks with quarantine, custom roles and permissions, and an activity log sealed every night, all in one place. - [Measuring the CPU of flows and projects](https://muviabi.com/en/use-cases/compute-cost): The CPU of every project, flow and step: find the heaviest calculation, rewrite it and compare before and after on the same nightly runs. - [Share an analysis with a public link](https://muviabi.com/en/use-cases/public-sharing): A public link to a live analysis: customers and suppliers see it read-only and up to date, with no account. Revoked in one click, always on record. - [One search across the whole data project](https://muviabi.com/en/use-cases/find-everything): One key and one word: the project's dashboards, analyses, queries, datasets, notebooks and measures, grouped by type and opened in a click. ## Guides - [Guides: OEE, DSO, margins, stock and forecasts](https://muviabi.com/en/guide): Practical guides to production, quality, margins, stock, suppliers and AI: formulas, worked examples with real numbers and free calculators to use now. - [Accounts receivable aging: buckets and an example](https://muviabi.com/en/guide/aging-crediti): An accounts receivable aging report splits open invoices by days past due (0-30, 31-60, 61-90, over 90): a ten-customer example and how to read it. - [DSO calculation: formula, countback, calculator](https://muviabi.com/en/guide/calcolo-dso): DSO calculation explained: the standard and countback formulas, a monthly and quarterly example, DSO vs DPO and DIO, and a calculator to use right away. - [Sales pipeline: management and KPIs](https://muviabi.com/en/guide/pipeline-commerciale): What a sales pipeline is, its stages, the KPIs (conversion, weighted value, sales cycle) with formulas and an example that joins CRM and ERP. - [Contribution margin: formula and calculator](https://muviabi.com/en/guide/margine-di-contribuzione): Contribution margin per unit, in total and as a ratio: formulas, a worked example, the break-even point, how it differs from gross margin, a calculator. - [Customer churn rate: formula and calculator](https://muviabi.com/en/guide/tasso-abbandono-clienti): How to calculate customer churn rate and retention rate: the formula, monthly vs annual churn, revenue churn, a worked example and a calculator to use. - [Demand forecasting: methods, MAPE vs WAPE](https://muviabi.com/en/guide/previsione-domanda): How to forecast demand: the data you need, methods from naive to machine learning, and forecast accuracy with MAE, MAPE, WAPE and bias, plus a calculator. - [Days of inventory coverage and reorder point](https://muviabi.com/en/guide/copertura-scorte): Days of inventory coverage from forecast demand, the reorder point formula, safety stock by service level, turnover and DIO, with a coverage calculator. - [OTIF: on time in full calculation and KPIs](https://muviabi.com/en/guide/otif-fornitori): OTIF (on time in full) explained: what it means, how to calculate it line by line, why OT × IF misleads, supplier vendor rating and a calculator. - [Power BI alternatives for small businesses](https://muviabi.com/en/guide/alternativa-power-bi): Power BI, Looker Studio, Qlik, Metabase and Muvia compared for a small business: licences, data in Italy, PDF reports, AI and who maintains the model. - [MCP server: what it is, how it links AI to data](https://muviabi.com/en/guide/server-mcp): What an MCP server is, how it connects Claude and ChatGPT to company data, what the assistant can see, permissions, consent and a step-by-step example. - [Claude connectors: what they are, which to use](https://muviabi.com/en/guide/connettori-claude): What Claude and ChatGPT connectors are, how to add one, which categories exist for company data and what to check before you connect one. - [Industry 4.0 interconnection: requirements](https://muviabi.com/en/guide/interconnessione-4-0): The interconnection requirements of the 2026 hyper-depreciation and the 4.0 scheme, what the expert report asks for and how to prove a machine is connected. - [Production KPIs: 15 indicators and formulas](https://muviabi.com/en/guide/kpi-produzione): OEE, first pass yield, takt time, scrap, MTBF, energy per part: the production KPIs with formula, example and what they tell you, in a single table. - [OEE calculation: formula, example and calculator](https://muviabi.com/en/guide/calcolo-oee): How to calculate OEE: availability × performance × quality, a worked example on a 480-minute shift, world-class values and a free OEE calculator. - [Micro-stops and the six big losses of OEE](https://muviabi.com/en/guide/microfermate-sei-grandi-perdite): What micro-stops are, how to count them and where they land in OEE: the six big losses with examples, the usual threshold and how to see them by the hour. - [MTBF and MTTR: formulas, calculation and example](https://muviabi.com/en/guide/mtbf-mttr): MTBF, MTTR and MTTF explained with formulas and an example on a press: how to calculate them, how they give availability and how to read them on a dashboard. - [Predictive maintenance: what it is, how to start](https://muviabi.com/en/guide/manutenzione-predittiva): What predictive maintenance is, how it differs from preventive and condition-based, the signals it uses, the P-F curve and the sums on a compressor. - [Energy consumption monitoring and KPIs](https://muviabi.com/en/guide/monitoraggio-consumi-energetici): How to map a company's energy consumption: which meters to read, KPIs per line, shift and part, ISO 50001 and the energy audit, with an example. - [Modbus vs OPC UA: which one, and when](https://muviabi.com/en/guide/modbus-vs-opc-ua): Modbus TCP, OPC UA and Siemens S7 compared: data model, security, performance, when you need a gateway and how to get data out of the PLC. - [X-bar R chart: control limits, constants, rules](https://muviabi.com/en/guide/carta-di-controllo): How to build an X-bar R chart: 3σ limits, the control chart constants A2, D3, D4, the 4 Western Electric rules and a worked example on real weighings. - [Cp and Cpk: formulas, difference and calculator](https://muviabi.com/en/guide/cp-cpk): Cp measures capability, Cpk adds centering. Formulas, an example with real tolerances, minimum values (1.33 and 1.67) and an online Cpk calculator. ## Free tools - [Free tools: calculators for business KPIs](https://muviabi.com/en/tools): Free calculators for OEE, DSO, contribution margin, churn, stock coverage, OTIF, MTBF and Cp/Cpk: clear formulas, worked examples and no sign-up. - [Free OEE calculator with an Excel template](https://muviabi.com/en/tools/calcolatore-oee): Calculate availability, performance, quality and OEE for several machines or shifts, and download the Excel template with the formulas. Free, no sign-up. ## KPI dashboards - [KPI dashboards by data source and sector](https://muviabi.com/en/kpi): Margins from SQL Server, pipeline from Salesforce, OEE from Siemens S7 PLCs: for each dashboard, the KPI's definition, the data it needs and the steps in Muvia. - [Margin dashboard from SQL Server](https://muviabi.com/en/kpi/margini-sql-server): Contribution margin by customer and product from the invoice lines of an ERP on SQL Server: the formula, the data to copy, the steps and common pitfalls. - [Sales pipeline dashboard from Salesforce](https://muviabi.com/en/kpi/pipeline-salesforce): Total and weighted pipeline, stage conversion and target coverage from Salesforce opportunities, joined with the revenue recorded in the ERP. - [Customer churn dashboard from HubSpot](https://muviabi.com/en/kpi/abbandono-clienti-hubspot): Customer churn, lost value and risk signals from HubSpot companies, deals and tickets: the definition, the data you need and the steps in Muvia. - [DSO and receivables aging from Oracle](https://muviabi.com/en/kpi/dso-crediti-oracle): Countback DSO and receivables aging by past-due bucket, from the open items of an ERP on an Oracle database, refreshed every morning. - [Stock coverage dashboard from MySQL](https://muviabi.com/en/kpi/copertura-scorte-mysql): Days of coverage per item and variant from the orders and stock of an online shop on MySQL, with a low-stock alarm that closes when the goods arrive. - [Supplier OTIF from Excel files on SharePoint](https://muviabi.com/en/kpi/otif-fornitori-sharepoint): Supplier OTIF from goods-receipt logs kept in Excel in a SharePoint folder, with data rules that set aside impossible rows before they reach the ranking. - [Demand forecast dashboard from PostgreSQL](https://muviabi.com/en/kpi/previsione-domanda-postgresql): A demand forecast per item with a band, from sales history on PostgreSQL, and forecast error measured every week with WAPE and bias, item by item. - [OEE per shift from Siemens S7 PLCs](https://muviabi.com/en/kpi/oee-siemens-s7): OEE per machine and shift from the part counts and states of presses with Siemens S7 PLCs, read by an edge node: the data, the steps and counter pitfalls. - [MTBF and MTTR from OPC UA machine states](https://muviabi.com/en/kpi/mtbf-mttr-opc-ua): MTBF, MTTR and availability per machine from the states and fault codes read over OPC UA by an edge node: definitions, data, steps and usual pitfalls. - [Energy per piece from Modbus TCP meters](https://muviabi.com/en/kpi/consumi-energetici-modbus-tcp): kWh per line, shift and piece from energy meters and power analysers read over Modbus TCP, joined with pieces produced: registers, steps and pitfalls. ## Blog - [Blog: what's new in Muvia and Muvia Industrial](https://muviabi.com/en/blog): What is new in Muvia and Muvia Industrial, and new guides on margins, stock, forecasts, suppliers and maintenance, with examples, calculators and videos. - [Assets and models: a whole plant](https://muviabi.com/en/blog/asset-e-modelli-impianto): A plant described once: models from the manual, machines in bulk, signals linked, thresholds, model versions and Athena, in Muvia Industrial's video. - [Predictive maintenance on a compressor](https://muviabi.com/en/blog/manutenzione-predittiva-compressore): One compressor, one episode: a health index, thresholds tried on the past, assisted diagnosis, the repair and the reports, in Muvia Industrial's video. - [Predictors on a production line](https://muviabi.com/en/blog/predittori-su-una-linea): Anomalies, forecasts, virtual sensors and the probability of a stop on a line: how a predictor is built, how versions work and the step on the node. - [Analisi: 3D, spectrum and recurring patterns](https://muviabi.com/en/blog/analisi-3d-e-pattern): A real case in Muvia Industrial's Analisi: signals over time and in 3D, spectrum, conditions aligned on an event and recurring patterns, in the video. - [AI connectors: changes a person approves](https://muviabi.com/en/blog/connettori-ai-propongono-modifiche): Muvia connects to Claude, ChatGPT, Codex, Gemini and other assistants: they read the project's data and propose changes a person approves. - [Data Lake and Data Checks: measures and quality](https://muviabi.com/en/blog/data-lake-e-data-checks): The Data Lake lists a project's measures with unit, type and status; Data Checks adds rules on the values a query returns, and a quality score. ## Muvia Industrial - [Industrial IoT platform for machines and PLCs](https://muviabi.com/en/industrial): Muvia Industrial connects the machines and PLCs you already run and puts downtime, energy use and process data next to orders, quality and sales. - [IoT edge gateway for Siemens S7, OPC UA, Modbus](https://muviabi.com/en/industrial/technology): Siemens S7, OPC UA and Modbus TCP drivers, a Docker edge node with a local buffer and offline console, Python edge processing and fleet monitoring. - [Drivers for Siemens S7, OPC UA and Modbus TCP](https://muviabi.com/en/industrial/products/drivers): Muvia Industrial reads Siemens S7, OPC UA, Modbus TCP, SQL Server tables and SEW-Eurodrive, with a simulator to try things before the machine. - [Edge node on Debian, Ubuntu or Raspberry Pi 4](https://muviabi.com/en/industrial/products/edge-node): The Muvia edge node runs in Docker on Debian or Ubuntu, amd64 or arm64. It enrols with a token, holds data when the cloud is out, and has a local console. - [Edge Functions: catalogue and Python on the node](https://muviabi.com/en/industrial/products/edge-processing): Compose a graph of catalogue functions and your own Python functions that runs on the node: averages, filters, conversions, scikit-learn or ONNX models. - [Node configuration: tokens, tags and drivers](https://muviabi.com/en/industrial/products/node-configuration): Enrol nodes with a token and configure each one's drivers, tags and processing from Muvia. The configuration reaches the node on its own. - [Node monitoring: heartbeat and offline alert](https://muviabi.com/en/industrial/products/node-monitoring): Each node sends a heartbeat at an interval from 5 to 300 seconds. In Muvia you see every driver's state and get an alert when a node stops answering. - [Data models: name fields once, for every asset](https://muviabi.com/en/industrial/products/data-model): Describe a kind of entity once: typed variables with units, limits and aggregation, fixed values, events and documents. Draft, publish, version. - [Assets: entities bound to the data feeding them](https://muviabi.com/en/industrial/products/assets): Create an asset on a published model, bind each variable to its tag and rename a tag without losing history. See what reads it before you delete it. - [Analisi for machines: signals and spectrum](https://muviabi.com/en/industrial/products/analysis): Analisi for Muvia Industrial: machine vibrations and signals over time, spectrum and spectrogram, conditions aligned on events, saved analyses. - [Predictors for machines, also on the node](https://muviabi.com/en/industrial/products/predictors): Predictors for Muvia Industrial: anomalies in vibration, virtual sensors, the probability of a stop, also as a step of the node's program. - [Book a Muvia Industrial demo](https://muviabi.com/en/industrial/contact): Tell us about machines, protocols and plant: we show you Muvia Industrial on your signals, from the edge node to the shop-floor dashboard. ## Company - [For integrators: bring Muvia to your customers](https://muviabi.com/en/partners): Software houses, system integrators and consultants build their customers' projects on Muvia: data, models, dashboards and automations. - [Book a demo of the data platform](https://muviabi.com/en/contact): Tell us what data you have and which question you want answered, and we will show you Muvia or Muvia Industrial working on a case like yours. - [Free trial privacy notice](https://muviabi.com/en/privacy/trial): How Superduck S.r.l. handles the data of the Muvia free trial: what we collect, why, on which legal basis, for how long, and your rights. - [Privacy notice for partner applicants](https://muviabi.com/en/privacy/partner): How Superduck S.r.l. handles the data of those who apply to become a Muvia partner: data collected, purposes, legal bases, retention and your rights. ## Italiano Every page above also exists in Italian, at https://muviabi.com/it followed by the same path.