---
title: "Salesforce Email-to-Case with AI triage and routing | Ortoo"
description: "Salesforce Email-to-Case, extended: AI triage classifies every inbound case on intake and routes it to the right agent, native in Salesforce. See how."
lang: en
json-ld: |
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      "@type": "Organization",
      "name": "Ortoo",
      "url": "https://ortooapps.com/",
      "logo": "https://ortooapps.com/ortoo-logo-square.png",
      "parentOrganization": {
        "@type": "Organization",
        "name": "Ascendx"
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      "@type": "BreadcrumbList",
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          "position": 1,
          "name": "Home",
          "item": "https://ortooapps.com"
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          "name": "Use cases",
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        {
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          "position": 3,
          "name": "Salesforce Email-to-Case with AI triage and routing",
          "item": "https://ortooapps.com/use-cases/salesforce-email-to-case-ai"
        }
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      "@context": "https://schema.org",
      "@type": "SoftwareApplication",
      "name": "Email-to-Anything, on Ortoo Orchestrator",
      "applicationCategory": "BusinessApplication",
      "operatingSystem": "Salesforce",
      "brand": {
        "@type": "Brand",
        "name": "Ortoo"
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        {
          "@type": "Question",
          "name": "How is this different from native Salesforce Email-to-Case?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Native Email-to-Case captures the email and creates the case record. The workflow inside Ortoo Orchestrator runs on top, adding AI triage, multi-factor routing, and SLA-aware escalation that native Service Cloud does not provide."
          }
        },
        {
          "@type": "Question",
          "name": "What signals does the AI triage classify on?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Sentiment, intent (new issue vs follow-up vs resolution), urgency keywords, and product or service line. Each signal lands as a field on the Salesforce case and feeds the routing decision."
          }
        },
        {
          "@type": "Question",
          "name": "Can we use our own LLM provider?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Yes. Bring-your-own-LLM is supported, so teams running an OpenAI, Anthropic, or Google enterprise contract route the triage calls through their own provider, with costs and audit trails on their own bill."
          }
        },
        {
          "@type": "Question",
          "name": "How is AI cost controlled?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "AI runs only on the case categories the team configured. Routine cases handled by deterministic logic do not trigger AI calls, so the team defines where AI is used and the rest stays rule-driven."
          }
        },
        {
          "@type": "Question",
          "name": "Does this work with Agentforce?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Yes. Ortoo Orchestrator works alongside Agentforce. Agentforce handles the agent-led conversational moments where it fits; the workflow handles the structured triage, routing, and escalation around it."
          }
        },
        {
          "@type": "Question",
          "name": "Where do the triage results live for reporting?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "As fields on the Salesforce case. Sentiment scores, intent classifications, urgency flags, and routing reasons are all visible on the record and queryable in standard Salesforce reports."
          }
        },
        {
          "@type": "Question",
          "name": "Can a rep override the classification if it is wrong?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Yes. Reps and supervisors can correct the classification on a case if the AI reading is off, and the corrections feed back into the workflow's tuning so accuracy improves over time."
          }
        },
        {
          "@type": "Question",
          "name": "How do you set up Email-to-Case in Salesforce?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Native Email-to-Case is enabled in Salesforce setup: you create a routing address, and inbound email to that address creates a case. Ortoo Orchestrator runs on top of that, adding triage and routing without changing the native capture step."
          }
        },
        {
          "@type": "Question",
          "name": "What are the limits of native Salesforce Email-to-Case?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Native Email-to-Case creates the case and populates a few standard fields. It does not classify sentiment, intent, or urgency, it does not route on skill or capacity, and it does not read attachments. Those steps are still the rep's job until a workflow handles them."
          }
        },
        {
          "@type": "Question",
          "name": "How does Email-to-Case triage work?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Every inbound case is classified on intake by sentiment, intent, urgency, and product line. The classification lands as fields on the case and feeds the routing decision, so the case reaches the right agent with the context already attached."
          }
        }
      ]
    }
  ]
---

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Salesforce Email-to-Case 

# Salesforce Email-to-Case with AI triage.

Salesforce Email-to-Case with AI triage classifies every inbound case the moment it lands, then routes it to the right agent. Native Email-to-Case creates the case and stops there; Ortoo Orchestrator adds sentiment, intent, and urgency classification plus multi-factor routing in one workflow, handled natively inside Salesforce.

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TEAMS RUNNING ON ORTOO ORCHESTRATOR

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![OppFi logo, Ortoo customer](/assets/oppfi-C1cAew0E.svg)

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![Splunk logo, Ortoo customer](/assets/splunk-C0r61HWy.svg)

![Verivox logo, Ortoo customer](data:image/svg+xml,%3csvg%20id='Ebene_1'%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20156%2036'%3e%3cstyle%3e.st0{fill:%23828282}.st1{fill:%23fd8a02}%3c/style%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M78.6%207.4h5.2v22.7h-5.2z'/%3e%3cpath%20style='fill:%23fd8a02;fill-opacity:1'%20class='st1'%20d='M31.5%207.4l-7.4%2019.9-.1.2c-.6%201.6-2.1%202.8-3.8%203h-1.4c-1.7-.2-3.1-1.4-3.7-2.9l-.1-.3L7.6%207.4h6.1L19.5%2023l5.8-15.6.6-1.5C26.8%203.5%2023.5%200%2013.4%200S-.4%204.3%200%209.1c.4%204.9%206%2016%208.9%2020.4%202.8%204.3%206.6%206.4%2010.5%206.4%203.9%200%208-2%2010.4-8.1%201.8-4.6%207.8-20.4%207.8-20.4h-6.1z'/%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M59.5%2019.2c0%20.5%200%20.9-.1%201.4H42.7c.6%203.7%203.2%205.7%206.5%205.7%202.5%200%204.3-.9%206.1-2.7l3%202.7c-2.1%202.6-5.1%204.2-9.3%204.2-6.6%200-11.6-4.8-11.6-11.8%200-6.5%204.6-11.8%2011.1-11.8%207.3%200%2011%205.7%2011%2012.3zm-5.2-2c-.3-3.3-2.3-6-5.8-6-3.2%200-5.4%202.4-5.9%206h11.7zM147.6%2018.5l8-11h-5.5l-5.2%207.5-5.2-7.5H134l8%2011.2-8.3%2011.5h5.5l5.5-7.9%205.6%207.9h5.7l-8.4-11.7z'/%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M133.9%2018.8c0%206.5-5.3%2011.8-11.8%2011.8-6.5%200-11.8-5.3-11.8-11.8%200-6.5%205.3-11.8%2011.8-11.8%206.5-.1%2011.8%205.2%2011.8%2011.8zm-4.6%200c0-4-3.2-7.2-7.2-7.2s-7.2%203.2-7.2%207.2%203.2%207.2%207.2%207.2%207.2-3.3%207.2-7.2zM104.9%207.4l-6.1%2016.5-6.1-16.5h-5.6l9.3%2022.7h4.7l9.3-22.7zM63%2017.8v12.3h5.2V17.8v-.6c.2-1.4%201-4.2%205.1-4.5h.8V7.4h-.5c-7.1.2-10.5%205.2-10.6%2010v.4z'/%3e%3c/svg%3e)

![Volvo logo, Ortoo customer](data:image/svg+xml,%3c?xml%20version='1.0'%20encoding='UTF-8'%20standalone='no'?%3e%3c!--%20Created%20with%20Inkscape%20\(http://www.inkscape.org/\)%20--%3e%3csvg%20xmlns:svg='http://www.w3.org/2000/svg'%20xmlns='http://www.w3.org/2000/svg'%20version='1.0'%20width='800'%20height='110.066'%20viewBox='0%200%20800%20110.066'%20id='svg2'%20xml:space='preserve'%3e%3cdefs%20id='defs23'%20/%3e%3cg%20style='display:none'%20id='Grade'%3e%3c/g%3e%3cg%20id='Camada_1'%3e%3c/g%3e%3cg%20id='Área_de_trabalho'%3e%3c/g%3e%3cg%20id='Linhas-guia'%3e%3c/g%3e%3cg%20id='Page_1'%3e%3cg%20id='Camada_1_1_'%3e%3cg%20id='g10'%3e%3cpolygon%20points='0,4.723%200,19.33%2023.959,19.33%2070.846,107.261%20128.543,107.261%20175.43,19.184%20199.385,19.033%20199.437,4.723%20127.761,4.723%20127.761,19.083%20146.849,19.083%20113.74,81.595%2077.933,19.301%20104.05,19.184%20104.004,4.723%200,4.723%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='polygon12'%20/%3e%3cpolygon%20points='462.405,4.723%20462.405,19.33%20486.357,19.33%20533.245,107.261%20590.944,107.261%20637.831,19.184%20661.789,19.033%20661.832,4.723%20590.169,4.723%20590.169,19.083%20609.249,19.083%20576.141,81.595%20540.33,19.301%20566.455,19.184%20566.406,4.723%20462.405,4.723%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='polygon14'%20/%3e%3cpath%20d='M%20344.515,4.723%20L%20344.515,19.33%20L%20368.47,19.33%20L%20368.51,91.118%20L%20343.255,91.118%20L%20343.255,107.119%20L%20368.527,107.262%20L%20488.139,107.262%20L%20488.139,59.532%20L%20472.558,59.532%20C%20471.704,84.803%20449.782,91.152%20440.548,91.152%20C%20432.087,91.152%20415.693,91.119%20415.693,91.119%20L%20415.693,19.301%20L%20439.288,19.183%20L%20439.256,4.722%20L%20344.515,4.722%20L%20344.515,4.723%20z%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='path16'%20/%3e%3cpath%20d='M%20262.808,94.13%20C%20248.453,94.13%20236.822,76.935%20236.822,55.713%20C%20236.822,34.486%20248.453,17.278%20262.808,17.278%20C%20277.159,17.278%20288.794,34.486%20288.794,55.713%20C%20288.794,76.935%20277.159,94.13%20262.808,94.13%20L%20262.808,94.13%20z%20M%20263.864,1.777%20C%20223.144,1.777%20190.135,26.024%20190.135,55.922%20C%20190.135,85.822%20223.143,110.066%20263.864,110.066%20C%20304.581,110.066%20337.595,85.822%20337.595,55.922%20C%20337.595,26.024%20304.581,1.777%20263.864,1.777%20L%20263.864,1.777%20z%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='path18'%20/%3e%3cpath%20d='M%20725.215,93.857%20C%20710.865,93.857%20699.235,76.377%20699.235,54.804%20C%20699.235,33.239%20710.866,15.755%20725.215,15.755%20C%20739.567,15.755%20751.195,33.239%20751.195,54.804%20C%20751.196,76.376%20739.567,93.857%20725.215,93.857%20L%20725.215,93.857%20z%20M%20726.276,0%20C%20685.547,0%20652.548,24.642%20652.548,55.028%20C%20652.548,85.413%20685.546,110.05%20726.276,110.05%20C%20766.99,110.05%20800,85.413%20800,55.028%20C%20800,24.642%20766.99,0%20726.276,0%20L%20726.276,0%20z%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='path20'%20/%3e%3c/g%3e%3c/g%3e%3c/g%3e%3c/svg%3e)

What it is

## What is Salesforce Email-to-Case?

Salesforce Email-to-Case is the native capability that turns an inbound email sent to a routing address into a Salesforce case, with a handful of standard fields populated on the record. It handles the capture step and stops there.

Salesforce Email-to-Case with AI triage extends that capture step. The email orchestration capability inside Ortoo Orchestrator classifies every inbound case by sentiment, intent, urgency, and product line the moment it lands, then the routing capability matches the best-fit agent, all in one workflow inside Salesforce.

The problem

## What native Email-to-Case does, and where it stops

Salesforce has the records and the events; what most teams still lack is the orchestration that turns AI from a one-off tool into a system. Salesforce Email-to-Case is one of those workflows that does half the job. The native feature captures the email and creates the case. After that, a rep opens it, reads it, decides what kind of case it is, and routes it. The reading and the deciding happen on every case, by every rep, all day.

The judgment varies between reps. Hot cases sit behind routine ones because the queue treats every case as equal. Sentiment shifts get missed. SLA breaches show up in reporting after the damage is done.

> Email-to-Case stops at the create step. Triage and routing are still the rep's job.

Ortoo Orchestrator runs triage and routing on top of Email-to-Case. AI classifies the case on intake; the [intelligent case routing](/use-cases/intelligent-case-routing-salesforce) capability matches the best-fit agent; the decision lands on the record before any rep opens it.

// HOW IT WORKS

## How Ortoo adds AI triage and routing to Email-to-Case

1.  01 
    
    // STEP 01
    
    ### Native Email-to-Case creates the case record.
    
    Inbound email lands in the Salesforce inbox and creates the case. Standard Salesforce behaviour; nothing changes about the capture step.
    
    1.  Inbound email
        
        Salesforce inbox
        
    2.  Native E2C
        
        Case created
        
    3.  Body attached
        
        Ready for triage
        
    
    Step 01 — Capture
    
    01 
2.  02 
    
    // STEP 02
    
    ### AI triage runs on the case body.
    
    AI classifies sentiment, intent, urgency, and product line. The classification is recorded as fields on the case, and configured rules decide what happens next. This step is handled by the classification and triage agents inside Ortoo Orchestrator.
    
    1.  AI reads body
        
        Sentiment, intent
        
    2.  Score urgency
        
        Keywords + tone
        
    3.  Stamp fields
        
        On case record
        
    
    Step 02 — Classify
    
    02 
3.  03 
    
    // STEP 03
    
    ### The case routes to the right agent.
    
    The routing capability inside Ortoo Orchestrator picks the best-fit agent based on the classification, skill profile, and capacity. The case lands in the agent's queue with the AI insights attached.
    
    1.  Best-fit agent
        
        Skill + capacity
        
    2.  Attach insights
        
        In agent queue
        
    3.  Log decision
        
        Reason on case
        
    
    Step 03 — Route
    
    03 

The essentials

## What good Email-to-Case triage needs

Most Email-to-Case implementations stop at the create step. Three things have to be true for the workflow to actually move cases through to resolution. The path is operationally realistic: start with one workflow at a time, expand step by step as the team is ready.

[Book a demo ](/contact?intent=demo)

### AI classification on intake

Sentiment, intent, urgency, and product line all read on the case body before any rep opens it.

### Connected to routing

Classification feeds the routing decision in the same workflow, not as a separate step.

### Logged on the case record

Every classification and routing decision lives on the Salesforce case for audit and reporting.

Side by side

## Email-to-Case with AI vs native Email-to-Case

The emails do not change. What changes is whether the case lands on the right agent ready to action.

Before

Native Email-to-Case

1.  01 Native capture 
2.  02 Rep-led triage 
3.  03 Queue routing 
4.  04 SLA after the fact 

Email-to-Case captures the case. Triage and routing happen in the rep's head.

After

With Ortoo Orchestrator

1.  01 AI triage on intake 
2.  02 Workflow-led classification 
3.  03 Skills + capacity routing 
4.  04 SLA-aware escalation 

Email-to-Case captures the case; AI triages it; routing matches the right agent in one workflow.

Where it fits

## Works with the Salesforce tools you already use.

### Salesforce Email-to-Case alongside native Service Cloud

Service Cloud Salesforce native 

Native Email-to-Case handles the capture step. The workflow inside Ortoo Orchestrator runs on top, adding AI triage, multi-factor routing, and SLA-aware escalation that native Service Cloud does not provide.

### Email-to-Case with sentiment analysis

Sentiment AI triage 

Sentiment scoring is one of the triage signals. Negative sentiment on intake can re-prioritise the case, escalate to a senior agent, or trigger a CSAT survey. The criteria are explicit and configurable by ops.

### Email-to-Case for high-volume service teams

High volume Scale 

Teams handling thousands of inbound emails per day need triage that runs at intake, not in the rep's queue. The workflow holds up at volume, applying the same classification logic to the thousandth case as it did to the first.

Built for service operations

## Triage that lives in the workflow, not in rep memory.

### Reps stop reading every case before deciding what to do.

When AI handles classification on intake, reps open cases that already carry the workflow's reading. They start work on the case, not on figuring out which case to start. The workflow runs from intake to assignment as one connected execution.

### Sentiment becomes a workflow input, not a survey result.

CSAT and NPS are lagging indicators. Sentiment scoring on every Email-to-Case message is a live input to prioritisation, weeks before survey data would catch the same trend.

### Specialised agents do the work, not a single generalist AI.

Each step is owned by a specialised agent with a defined role, including the Classification and Triage Agents relevant to this workflow. Agents pass context between steps, AI is applied only where interpretation adds value, and deterministic logic controls the rest.

Sentiment Intent Urgency Product line Customer tier Skill Capacity Language Repeat contact 

Signals the Email-to-Case workflow evaluates

Components of Email-to-Case AI triage

## Four elements every Email-to-Case workflow needs to cover.

Ortoo Orchestrator provides the engine. Classification rules, routing logic, and LLM choices are configured by service ops.

### AI classification on intake

Score sentiment, intent, urgency, and product line on every email-to-case message.

### Connected routing

### Bring-your-own LLM

### Native Salesforce execution

// RULE CONFIG

#### High-volume inbox, urgent billing escalation

channel

Email-to-Case

AI signals

Sentiment, intent, urgency, product

intent

Billing dispute, urgent

routing

Senior billing agent

SLA

2h, negative tone re-prioritises

audit

Per signal on case

IF intent = billing AND sentiment <= -0.3 THEN route to senior billing agent and re-prioritise to top of queue.

Case studies

## Teams running Email-to-Case triage as a workflow.

[

Assent Compliance

Email ingestion with attachment detection across PDF, Excel, Word, and CSV, feeding a 16-team routing model with multilingual handling.

Read case study ](/solutions/industries/financial-services)[

Equativ

99% 

99% first-response SLA compliance after routing cases on skill, availability, and time zone across six locations.

Read case study ](/case-studies/enhancing-case-assignment-at-equativ-with-q-assign)[

Cars.com

Email-driven case handling across 14,000+ cases a month, with multi-dealer emails split into correctly routed child cases and no manual account lookup.

Read case study ](/solutions/industries/automotive)

Related use cases

## Adjacent service workflows in Ortoo Orchestrator.

[

Case lifecycle in Salesforce

The pillar: how cases move from intake to resolution across the service workflow.



](/resources/pillar/case-lifecycle-management-salesforce)[

Q-assign

Route and assign work on skills, capacity, and availability.



](/solutions/q-assign)[

Omnichannel orchestration

Handle case intake across email, web, chat, and voice in one workflow.



](/solutions/omnichannel-orchestration)[

Intelligent case routing

Match classified cases to the best-fit agent with reasons logged on the record.



](/use-cases/intelligent-case-routing-salesforce)[

Case assignment

The assignment step, deep-dived.



](/case-assignment)[

Email-to-Anything

Capture inbound email as structured records on any object.



](/solutions/email-to-anything)[

Email management for service teams

Structured handling of high-volume case correspondence.



](/use-cases/salesforce-email-management-service-teams)

FAQ

## Common questions

How is this different from native Salesforce Email-to-Case? + 

Native Email-to-Case captures the email and creates the case record. The workflow inside Ortoo Orchestrator runs on top, adding AI triage, multi-factor routing, and SLA-aware escalation that native Service Cloud does not provide.

What signals does the AI triage classify on? + 

Sentiment, intent (new issue vs follow-up vs resolution), urgency keywords, and product or service line. Each signal lands as a field on the Salesforce case and feeds the routing decision.

Can we use our own LLM provider? + 

Yes. Bring-your-own-LLM is supported, so teams running an OpenAI, Anthropic, or Google enterprise contract route the triage calls through their own provider, with costs and audit trails on their own bill.

How is AI cost controlled? + 

AI runs only on the case categories the team configured. Routine cases handled by deterministic logic do not trigger AI calls, so the team defines where AI is used and the rest stays rule-driven.

Does this work with Agentforce? + 

Yes. Ortoo Orchestrator works alongside Agentforce. Agentforce handles the agent-led conversational moments where it fits; the workflow handles the structured triage, routing, and escalation around it.

Where do the triage results live for reporting? + 

As fields on the Salesforce case. Sentiment scores, intent classifications, urgency flags, and routing reasons are all visible on the record and queryable in standard Salesforce reports.

Can a rep override the classification if it is wrong? + 

Yes. Reps and supervisors can correct the classification on a case if the AI reading is off, and the corrections feed back into the workflow's tuning so accuracy improves over time.

How do you set up Email-to-Case in Salesforce? + 

Native Email-to-Case is enabled in Salesforce setup: you create a routing address, and inbound email to that address creates a case. Ortoo Orchestrator runs on top of that, adding triage and routing without changing the native capture step.

What are the limits of native Salesforce Email-to-Case? + 

Native Email-to-Case creates the case and populates a few standard fields. It does not classify sentiment, intent, or urgency, it does not route on skill or capacity, and it does not read attachments. Those steps are still the rep's job until a workflow handles them.

How does Email-to-Case triage work? + 

Every inbound case is classified on intake by sentiment, intent, urgency, and product line. The classification lands as fields on the case and feeds the routing decision, so the case reaches the right agent with the context already attached.

Make Email-to-Case operational 

## Classify and route inbound emails automatically.

Book a 30-minute conversation. We will walk through your current Email-to-Case triage and where AI classification removes the rep workload.

Installs natively into Salesforce. Start with one workflow, expand to others as the team is ready. You pay for work completed, not the steps required to complete it.

[Book a demo ](/contact?intent=demo)[Map your workflow](/contact?intent=workflow-mapping)

![Ortoo logo, workflow orchestration for Salesforce](/assets/ortoo-logo-C6Mjw-cG.svg)

Workflow orchestration in Salesforce, executed by specialized agents under controlled AI.

PRODUCT

-   [Orchestrator](/orchestrator)
-   [Solutions](/solutions)
-   [Pricing](/pricing)

## PRODUCT

-   [Orchestrator](/orchestrator)
-   [Solutions](/solutions)
-   [Pricing](/pricing)

WHY

-   [Why Orchestrator](/why-orchestrator)
-   [Customers](/case-studies)

## WHY

-   [Why Orchestrator](/why-orchestrator)
-   [Customers](/case-studies)

RESOURCES

-   [Blog](/resources/blog)
-   [Downloads](/resources/downloads)

## RESOURCES

-   [Blog](/resources/blog)
-   [Downloads](/resources/downloads)

USE CASES

-   [Case assignment](/case-assignment)
-   [Lead assignment](/lead-assignment-in-salesforce)
-   [Email-to-Anything](/solutions/email-to-anything)
-   [See all use cases](/use-cases)

## USE CASES

-   [Case assignment](/case-assignment)
-   [Lead assignment](/lead-assignment-in-salesforce)
-   [Email-to-Anything](/solutions/email-to-anything)
-   [See all use cases](/use-cases)

COMPANY

-   [About](/about-ortoo)
-   [Ascendx Approach](/ascendx-approach)
-   [Careers](https://ascendx.cloud/vacancies/)
-   [Contact](/contact)

## COMPANY

-   [About](/about-ortoo)
-   [Ascendx Approach](/ascendx-approach)
-   [Careers](https://ascendx.cloud/vacancies/)
-   [Contact](/contact)

LEGAL

-   [Privacy policy](/privacy)
-   [Terms of service](/terms)
-   [Cookie policy](/cookies)

## LEGAL

-   [Privacy policy](/privacy)
-   [Terms of service](/terms)
-   [Cookie policy](/cookies)

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