--- title: "Sustainability Performance Platform (SPP): Predictive Analytics" description: Our Sustainability Performance Platform (SPP) in-built predictive analytics engine gives your solution's unrivalled forecasting abilities. --- # Turn your data into predictive analytics in real-time. ## Get accurate forecasting and leverage predictive insights to achieve goals. Predict the future to minimise risks and maximise performance. ## Inbuilt predictive analytics in our Sustainability Performance Platform (SPP) enables our solutions to allow you reduce risk, uncover inefficiencies, and succeed with sustainability. Our Sustainability Performance Platform (SPP) and its ready-to-use [ESG solutions](https://i4mining.rayven.io/digital-mining-solutions) enable you to turn your data into forecasts and deliver real-time predictive insights, enabling you to plot a successful pathway to 2050 and beyond. The predictive power contained in our SPP and that is ingrained into all of our solutions empowers you to reduce risk, shrink costs, uncover optimisations, and improve ESG and SDG outcomes measurably and demonstrably. ### Leverage the power of predictive analytics to achieve sustainability objectives: ##### Easy-to-use Explore visual forecasts and the basis for them to understand how different inputs affect outputs. ##### Fully-integrated Our solutions feature inbuilt machine learning to deliver predictive analytics with no gaps. ##### Modelling + scenario analysis Explore different scenarios and explore how to improve outcomes. ##### Explore inputs Use visualisations to look at individual aspects of your operations and their impact on sustainability goals. ##### Create or import Use your own algorithms and data models within our solution to predict risk and compare their outcomes. ##### Continuous improvement Use automation and AI to create a feedback loop that delivers ongoing optimisations + new insights. [ See for Yourself - Schedule a Demo ](https://i4mining.rayven.io/contact-i4-mining) ![I4-AI-Dynamix-Screen-Move](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Assets/I4-AI-Dynamix-Screen-Move.gif?width=500&height=331&name=I4-AI-Dynamix-Screen-Move.gif "I4-AI-Dynamix-Screen-Move") ## Advanced users: our no-code, simple, drag-and-drop interface for creating your own algorithms. For those with mature sustainability solutions, you can utilise our AI Dynamix interface to create your own machine learning algorithms to deliver unique forecasts, insights and deliver AI-led optimisations. [Speak to us](https://i4mining.rayven.io/contact-i4-mining) to find out more. ### Bring your own model. Dynamix will support any Python-based predictive analytics model, including: ![caffe](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/caffe.png?width=140&height=79&name=caffe.png "caffe") ![domino](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/domino.png?width=140&height=68&name=domino.png "domino") ![dotdata](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/dotdata.png?width=140&height=69&name=dotdata.png "dotdata") ![scikit](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/scikit.png?width=140&height=79&name=scikit.png "scikit") ![Tensolrflow](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/Tensolrflow.png?width=140&height=79&name=Tensolrflow.png "Tensolrflow") ![cloudera](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/cloudera.png?width=140&height=55&name=cloudera.png "cloudera") ![Tamr](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/Tamr.png?width=140&height=58&name=Tamr.png "Tamr") ![MLflow](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/ML%20Algorithms/MLflow.png?width=140&height=68&name=MLflow.png "MLflow") ## Need help building a custom predictive analytics model? We can help you deploy your own predictive analytics model in days, not months. Getting your Machine Learning model + AI algorithm looking at past data and suggesting optimisations is one thing, but training it to tell you what’s about to happen in real-time based on how you’re operating at that moment can be another. Dynamix enables you to achieve Industry 4.0-status, with AI-led interventions, and we can help you to get there even faster, helping you to: 1. Define your goals, identify the data that affects it and where it's stored + how to get to it in real-time 2. We combine + integrate existing, historical, training, human-entered, static and real-time data flow to build a repository 3. Create data visualisations + dashboards to support pre-processing + simulation 4. Pre-process your data. Conduct data validation, cleansing, sifting, decomposition, filtering, ordering, spectral decompression to determine what is relevant and establish parameters for the future 5. We build the data model that your algorithm will be based on or import your existing model 6. Build the Machine Learning algorithm based on your individual business’ set-up and desired outcomes 7. Deploy the model in our simulator + run it with your data to train your algorithm and check it's correct 8. We deploy it all into your solution, ensuring it’s working + is delivering adaptive improvements 9. Over time and with larger data repositories, we can fine-tune your model, trial new ones, or add additional use cases to the same data sets to compound returns ![I4-Mining-Logo-Nov-22-1](https://i4mining.rayven.io/hs-fs/hubfs/I4-Mining-Logo-Nov-22-1.png?width=493&height=200&name=I4-Mining-Logo-Nov-22-1.png "I4-Mining-Logo-Nov-22-1") ##### Find the true value of your data, transform it into actionable insights, and drive immediate business outcomes. [ Speak to Us Now ](https://i4mining.rayven.io/contact-i4-mining) ### [I4 Mining | Brochure](https://i4mining.rayven.io/brochures/i4-mining-brochure) Discover more about I4 Mining, our solutions and the technology that they're built upon. [ Download Now ](https://i4mining.rayven.io/brochures/i4-mining-brochure) [![I4-Mining-Brochure-400](https://i4mining.rayven.io/hubfs/001%20-%20I4%20Mining/Assets/I4%20Mining%20Brochure/I4-Mining-Brochure-400.png "I4-Mining-Brochure-400")](https://i4mining.rayven.io/brochures/i4-mining-brochure) [ Speak to us now to get started. ](https://i4mining.rayven.io/contact-i4-mining) ## Our fully-featured, future-proof platform supports sustainability solutions that deliver real business outcomes. ![Simplify](https://i4mining.rayven.io/hs-fs/hubfs/004%20-%20ESG/Icons/Simplify.png?width=100&height=100&name=Simplify.png "Simplify") #### Reduce man hours + complexity. Our sustainability solutions diminish the need for manual inputs and creates simple, repeatable ways of delivering accurate metrics, forecasts, and improved performance. ![Consultant-reduce](https://i4mining.rayven.io/hs-fs/hubfs/004%20-%20ESG/Icons/Consultant-reduce.png?width=100&height=100&name=Consultant-reduce.png "Consultant-reduce") #### Limit reliance on external contractors. Our easy-to-use technology enables you to create a personalised strategy, monitor performance, and uncover optimisations yourself. It also provides suppliers with accurate metrics at the start to deliver more efficient engagements. ![Cost-Insights](https://i4mining.rayven.io/hs-fs/hubfs/004%20-%20ESG/Icons/Cost-Insights.png?width=100&height=100&name=Cost-Insights.png "Cost-Insights") #### Get cost saving insights + new abilities to seize them. Use explorable dashboards and reports to drill into and compare performance across sites, business areas, and assets; then use forecasts to model optimisations before leveraging automations to seize them, simply. ![Reporting-cycles](https://i4mining.rayven.io/hs-fs/hubfs/004%20-%20ESG/Icons/Reporting-cycles.png?width=100&height=100&name=Reporting-cycles.png "Reporting-cycles") ### Turn reporting cycles into real time metrics. Annual reports with questionable data cannot provide you with the insights needed to improve your sustainability metrics. Much like your ERP, CRM or other business system; our sustainability solutions can give you the data you need to succeed in real-time. ![Emissions-costs](https://i4mining.rayven.io/hs-fs/hubfs/004%20-%20ESG/Icons/Emissions-costs.png?width=100&height=100&name=Emissions-costs.png "Emissions-costs") ### Uncover how emission costs impact production. With a complete, accurate view of ESG and SDG performance from mine-to-market, our sustainability solutions unite your sustainability data with production measures, enabling you to establish the true production costs. ![All-in-one](https://i4mining.rayven.io/hs-fs/hubfs/004%20-%20ESG/Icons/All-in-one.png?width=100&height=100&name=All-in-one.png "All-in-one") ### Future-proof, all-in-one sustainability solution. Crystallise and give transparency to your journey to 2050 and beyond by using a solutions that have the capabilities you need today, but which will keep up with your compliance, strategic and operational needs as they change along the way. ## I4 Mining works with best-in-class partners to deliver our sustainability solutions anywhere in the world. ![Satarla-Logo](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/Satarla-Logo.png?width=306&height=120&name=Satarla-Logo.png "Satarla-Logo") ![SBK-200](https://i4mining.rayven.io/hs-fs/hubfs/001%20-%20I4%20Mining/Logos/SBK-200.png?width=333&height=120&name=SBK-200.png "SBK-200") ![safe-group-automation](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/safe-group-automation.jpg?width=97&height=40&name=safe-group-automation.jpg "safe-group-automation") ![ti2-logo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/ti2-logo.png?width=59&height=30&name=ti2-logo.png "ti2-logo") ![Magma-logo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Magma-logo.png?width=163&height=40&name=Magma-logo.png "Magma-logo") ![Radlogo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Radlogo.jpg?width=64&height=40&name=Radlogo.jpg "Radlogo") ![Bosch-logo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Bosch-logo.png?width=80&height=43&name=Bosch-logo.png "Bosch-logo") ![directed-australia](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/directed-australia.jpg?width=107&height=40&name=directed-australia.jpg "directed-australia") ![ariteclogo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/ariteclogo.png?width=140&height=40&name=ariteclogo.png "ariteclogo") ![trackingsolutions-logo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/trackingsolutions-logo.jpg?width=114&height=40&name=trackingsolutions-logo.jpg "trackingsolutions-logo") ![EHLOGO](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/EHLOGO.jpg?width=80&height=50&name=EHLOGO.jpg "EHLOGO") ![Powerteclogo-PNG](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Powerteclogo-PNG.png?width=250&height=40&name=Powerteclogo-PNG.png "Powerteclogo-PNG") ![Robustel](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Robustel.png?width=130&height=29&name=Robustel.png "Robustel") ![m2mconnectivitylogo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/m2mconnectivitylogo.png?width=118&height=39&name=m2mconnectivitylogo.png "m2mconnectivitylogo") ![fusion-Hvac](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/fusion-Hvac.png?width=60&height=40&name=fusion-Hvac.png "fusion-Hvac") ![Schneider-Electric](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Schneider-Electric.png?width=100&height=40&name=Schneider-Electric.png "Schneider-Electric") ![Farmbotlogo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Farmbotlogo.png?width=206&height=40&name=Farmbotlogo.png "Farmbotlogo") ![plf-australia-300](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/plf-australia-300.png?width=95&height=40&name=plf-australia-300.png "plf-australia-300") ![Wattwatcherslogo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Wattwatcherslogo.jpg?width=90&height=53&name=Wattwatcherslogo.jpg "Wattwatcherslogo") ![twiliologo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/twiliologo.jpg?width=114&height=40&name=twiliologo.jpg "twiliologo") ![vodaphonelogo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/vodaphonelogo.jpg?width=120&height=40&name=vodaphonelogo.jpg "vodaphonelogo") ![Microchip-logo-png](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Microchip-logo-png.png?width=139&height=40&name=Microchip-logo-png.png "Microchip-logo-png") ![Arrow-logo](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Arrow-logo.png?width=103&height=25&name=Arrow-logo.png "Arrow-logo") ![microsoft-300](https://i4mining.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/microsoft-300.png?width=176&height=40&name=microsoft-300.png "microsoft-300") ## Click to explore our Sustainability Performance Platform's technical features: [ Self-service real-time dashboards, reports + analytics ](https://i4mining.rayven.io/sustainability-performance-platform/reports-dashboards) [ 100% interoperable: integrate anything + simply ingest data ](https://i4mining.rayven.io/sustainability-performance-platform/integrations) [ Easy-to-use, in-built predictive analytics + forecasting ](https://i4mining.rayven.io/sustainability-performance-platform/predictive-analytics) [ End-to-end enterprise security in-built + as-standard ](https://i4mining.rayven.io/sustainability-performance-platform/security) [ Easy device management from anywhere, at-scale by anyone ](https://i4mining.rayven.io/sustainability-performance-platform/device-management) [ Automation + AI: drag-and-drop Workflow Modeller AI-engine ](https://i4mining.rayven.io/sustainability-performance-platform/automation-ai) [ Edge compute: everything you need, where you need it ](https://i4mining.rayven.io/sustainability-performance-platform/edge) [ Deploy anywhere + scale infinitely with Hybrid Architecture ](https://i4mining.rayven.io/sustainability-performance-platform/deployments) ## Discover the technology that powers our solutions: Rayven's Industry 4.0 Sustainability Performance Platform. [ Speak to I4 Mining ](https://i4mining.rayven.io/contact-i4-mining) [ Visit Rayven website ](https://www.rayven.io/iot-platform/) ![](https://px.ads.linkedin.com/collect/?pid=2581828&fmt=gif)