---
schema_version: "1"
id: 76670af0301584fc6ecb03a03f3685dde6929f5c607ed7c44fdf33f6d6fa4c37
title: Implementation Tasks for Predictive AI Solutions
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description: The process of implementing predictive AI solutions typically involves a series of tasks.
products:
  - Data 360
release: "264"
---
# Implementation Tasks for Predictive AI Solutions

The process of implementing predictive AI solutions typically involves a series of tasks.

### Required Editions

<table class="slds-table slds-table_bordered slds-max-medium-table_stacked slds-m-bottom_small edition"><colgroup><col></colgroup><tbody><tr class=""><td class="slds-cell-wrap" style="vertical-align:top;">Available in: <strong>All Editions</strong> supported by Data 360. See <a href="https://help.salesforce.com/s/articleView?id=data.c360_a_dc_editions.htm&amp;language=en_US" target="_blank">Data 360 edition availability</a>.</td></tr></tbody></table>

## Common Tasks

<table class="slds-table slds-table_bordered slds-max-medium-table_stacked slds-m-bottom_small ">
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            <th scope="col" class="slds-cell-wrap" style="vertical-align:top;" id="d95095e68">#</th>
            <th scope="col" class="slds-cell-wrap" style="vertical-align:top;" id="d95095e71">Task</th>
            <th scope="col" class="slds-cell-wrap" style="vertical-align:top;" id="d95095e74">Description</th>
            <th scope="col" class="slds-cell-wrap" style="vertical-align:top;" id="d95095e77">More Information</th>
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            <td data-label="#" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e68 ">1</td>

            <td data-label="Task" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e71 ">Define the Outcome to Predict</td>

            <td data-label="Description" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e74 ">Define an outcome that you want to improve. It’s most likely a
              key performance indicator (KPI) for your business. Most
              organizations have many outcomes that are candidates for
              improvement. Start with one outcome that’s significant in your
              business. Over time, you can develop and apply predictive AI models
              to many different outcomes concurrently.</td>

            <td data-label="More Information" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e77 ">
              <p>
                <a name="c360_a_ai_predictive_implement__image_ysl_hjw_kdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="margin-bottom:0;" id="c360_a_ai_predictive_implement__image_ysl_hjw_kdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/trailhead.png" alt="Trailhead icon"></span>
                <a href="https://trailhead.salesforce.com/content/learn/modules/ai-strategy" target="_blank">AI Strategy</a>
              </p>
              <p style="margin-bottom:0;">
                <a name="c360_a_ai_predictive_implement__image_zsl_hjw_kdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="margin-bottom:0;" id="c360_a_ai_predictive_implement__image_zsl_hjw_kdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/trailhead.png" alt="Trailhead icon"></span>
                <a href="https://trailhead.salesforce.com/content/learn/modules/ai-data-project-planning" target="_blank">AI +
                  Data: Project Planning</a>
              </p>
            </td>

          </tr>
          <tr class="">
            <td data-label="#" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e68 ">2</td>

            <td data-label="Task" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e71 ">Assemble the Training Data</td>

            <td data-label="Description" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e74 ">Design and populate the training data (in a Data Model Object, or
              DMO) to contain the historical data you want the model to learn
              from. The DMO contains tabular data that you normalize for model
              training. You can use Salesforce data as well as data that’s
              external to Salesforce.</td>

            <td data-label="More Information" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e77 ">
              <a name="c360_a_ai_predictive_implement__image_yk4_sst_mdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="height:25px;width:25px;margin-bottom:0;" id="c360_a_ai_predictive_implement__image_yk4_sst_mdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/help.png" alt="Help icon"></span>
              <a href="https://help.salesforce.com/s/articleView?id=data.c360_a_ai_predictive_prep_data.htm&amp;release=264.0.0&amp;type=5" title="Effective data preparation is the key to getting great results with your predictive model. Harness the power of data integration in Data 360. Load and transform data from one or more data sources into a data model object (DMO) with optimized training data. You can pull data from Salesforce and external sources. You can also use third-party tools and utilities to further expedite data cleansing and wrangling tasks.">Prepare Your Training Data</a>
            </td>

          </tr>
          <tr class="">
            <td data-label="#" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e68 ">3</td>

            <td data-label="Task" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e71 ">Create the Model</td>

            <td data-label="Description" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e74 ">Based on the training data, create and configure a predictive
              model that tells Einstein how to analyze your data. Models provide
              the settings and preferences that Model Builder uses to generate
              insights.</td>

            <td data-label="More Information" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e77 ">
              <a name="c360_a_ai_predictive_implement__image_g3r_sst_mdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="height:25px;width:25px;margin-bottom:0;" id="c360_a_ai_predictive_implement__image_g3r_sst_mdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/help.png" alt="Help icon"></span>
              <a href="https://help.salesforce.com/s/articleView?id=data.c360_a_ai_ec_create_model.htm&amp;release=264.0.0&amp;type=5" title="Create models to analyze your data and get AI powered predictions based on machine learning. Learn about supported use cases and ethical model building. Then, follow the steps to create a model and evaluate model quality.">Create Predictive AI Models From Scratch</a>
            </td>

          </tr>
          <tr class="">
            <td data-label="#" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e68 ">4</td>

            <td data-label="Task" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e71 ">Evaluate Model Quality</td>

            <td data-label="Description" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e74 ">Assess performance and refine the predictive model.</td>

            <td data-label="More Information" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e77 ">
              <p>
                <a name="c360_a_ai_predictive_implement__image_s4m_jjw_kdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="height:25px;width:25px;margin-bottom:0;" id="c360_a_ai_predictive_implement__image_s4m_jjw_kdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/help.png" alt="Help icon"></span>
                <a href="https://help.salesforce.com/s/articleView?id=data.c360_a_ai_ec_evaluate_model_quality.htm&amp;release=264.0.0&amp;type=5" title="Use training metrics to evaluate the model’s ability to predict an outcome and determine whether it’s ready to activate. Training metrics provide information about how effectively the model understands patterns and relationships within the training data, and indicates its predictive efficacy.">Evaluate Model Quality</a>
              </p>
              <p style="margin-bottom:0;">
                <a name="c360_a_ai_predictive_implement__image_rvf_mjw_kdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="height:25px;width:25px;margin-bottom:0;" id="c360_a_ai_predictive_implement__image_rvf_mjw_kdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/help.png" alt="Help icon"></span>
                <a href="https://help.salesforce.com/s/articleView?id=data.c360_a_ai_ec_common_data_issues.htm&amp;release=264.0.0&amp;type=5" title="Handle common issues that you can encounter when you prepare data for model building and after you train a model.">Address Data Issues</a>
              </p>
            </td>

          </tr>
          <tr class="">
            <td data-label="#" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e68 ">5</td>

            <td data-label="Task" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e71 ">
              <p style="margin-bottom:0;">Predict and Improve Outcomes</p>
            </td>

            <td data-label="Description" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e74 ">Predict outcomes and get prescriptions using the model you
              deployed.</td>

            <td data-label="More Information" class="slds-cell-wrap" style="vertical-align:top;" headers="d95095e77 ">
              <a name="c360_a_ai_predictive_implement__image_jsv_sst_mdc"><!-- --></a><span style="vertical-align:text-bottom;display:inline-block;"><img style="height:25px;width:25px;margin-bottom:0;" id="c360_a_ai_predictive_implement__image_jsv_sst_mdc" src="https://sf-zdocs-cdn-prod.zoominsoftware.com/tdta-data-data_cloud-264-0-0-production-enus/f3569962-3c9b-4f83-9d0c-b6a574e785da/resources-global/_corporate/images/help.png" alt="Help icon"></span>
              <a href="https://help.salesforce.com/s/articleView?id=data.c360_a_ai_utilize.htm&amp;release=264.0.0&amp;type=5" title="Put your predictive AI models into action. After a model is activated, use it to get inferences—predictions, prescriptions, and top predictors—from your Salesforce workflows. Get inferences on demand, in batches, and in streams. Use them in flows, prediction jobs, batch data transforms, agents, and prompt templates. Get them programmatically in Apex and REST applications.">Get Predictions, Prescriptions, and Top Predictors</a>
            </td>

          </tr>
        </tbody>
      </table>

## Iterative Refinement and Continuous Improvement

Implementation is an iterative process rather than a linear one. Model Builder is designed for rapid exploration, experimentation, and implementation. You learn as you go. Every step of the way, you use built-in feedback to check your results, review your assumptions, ask new questions, make adjustments, and try again. Add a column to your training data. Change model settings. Resolve alerts, refine thresholds, and filter data. As you fine-tune your approach, each improvement can help lead you to better operational outcomes.