Human handoff & fallback

AI customer service with human handoff

Soportio is a flexible AI customer support platform that resolves tickets end-to-end, from refunds to account updates, within your existing help desk, and hands complex cases to human experts.

✓Up to 90% automated✓Full context on handoff✓Pay per resolution
Where it breaks

Where AI support breaks

Dead-end bots

The customer asks for a person, and the bot starts the loop again, which may potentially annoy the client.

Escalation without context

The ticket reaches a support agent, but the history doesn’t, so a person explains everything twice, which hurts the customer experience.

Tickets closed without resolution

The AI sends its responses and marks the ticket as done, but the problem was never addressed, so the customer has to make a repeat contact.

How it works

How the handoff works

Soportio is an AI customer service platform with fallback. Every ticket is either resolved or lands with your team, ready to finish.

Step 1

AI reads the request

Using natural language processing, it can identify intent and pull the ticket and customer data.

Step 2

AI applies your rules

It checks the request against your business rules, approval limits, and risk flags, e.g., suspicious activity.

Step 3

AI resolves or escalates

If the rules allow it, the AI takes the action and closes the ticket. If not, it stops and hands the ticket over.

Step 4

Agent picks up with full context

Your live agent opens the ticket and continues from where the AI stopped. No data loss or starting over, which supports first-contact resolution.

Escalation triggers

What triggers a handoff

Outside the rules

If a request isn’t covered by your approved automated workflows, the right person from your team takes over.

Above the approval threshold

Refunds and account changes above the limit you set need a person’s approval.

Low confidence

If customer requests or data aren’t clear, the AI escalates to human intervention rather than risk an error.

Customer asks for a human

A customer makes a direct request for a person once, and the full conversation goes to a human agent.

The handoff payload

What your agent receives

Full conversation

All customer messages and AI replies are in one thread. Your agent can read it in seconds. The customer never has to repeat a word, which has a direct impact on customer satisfaction.

Account and billing context

The relevant customer data from your help desk, billing system, and CRM is attached to the ticket. Your agent sees the plan, the payments, and the history, without switching between tools.

Every check the AI already made

Your agent sees what the AI has found, worked through, verified, and ruled out. Handling routine queries becomes much faster. The work picks up where the AI stopped, so resolution quality doesn’t drop.

Suggested next action

The AI recommends a step based on your rules. Your human expert has full context and the knowledge to make a well-grounded decision. Your team’s human judgment has the final say in all important matters.

See exactly what lands on your agent’s desk.

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Rules you control

Rules you control

Soportio is AI customer service with a human handoff system that strictly follows your policies. You decide where the AI acts and where your team steps in.

✓What the AI can close alone

These are routine, low-risk customer inquiries you’ve approved, like order status, how-to questions, tagging, and routing. The AI resolves them from start to finish, giving customers instant support. Your team never sees them in the queue.

⏸What needs approval

Financial and sensitive actions, such as refunds above your limit, require human judgment. The AI checks the data and prepares the case. Your team completes the human review and approves. Nothing is paid out or changed without that approval, so you can keep customer trust high.

✕What never goes to AI

You can define the requests that AI never touches. Those tickets go straight to your team, with the full context attached. Your human agents get all the needed data. As your policies change, the list of rules changes with them.

Built around your systems

Works with your existing help desk, billing, and CRM

Soportio is a convenient AI customer service platform with fallback because it works on top of the help desk your team already uses. You don’t have to migrate data or replace familiar features, so AI adoption is a low-risk step in your digital transformation. Moreover, escalated tickets reach your agents right where they already work.

Help desks

Zendesk · Intercom · Freshdesk · Zoho Desk

Zendesk, Intercom, Freshdesk, Zoho Desk, or any help desk with an API plugs straight into Soportio, so your setup stays untouched.

Billing & payments

Stripe · Paddle · Solidgate

Soportio checks payments and runs refunds directly through Stripe, Paddle, and Solidgate, so your billing cases are not only answered but fully resolved.

CRM

Salesforce · REST API

Your agents get in-depth information about customers from Salesforce, or from any custom or in-house system connected through a REST API.

Where it matters

Where handoff matters most

Refunds above threshold

Refunds up to your limit (for example, $100) run automatically. Anything above goes to your team with the charge already verified.

Billing disputes

A customer says they were charged twice. The AI flags the duplicate charge and routes it to your billing team with the transaction details.

Account recovery

Access and identity requests carry risk. Send them to an agent, with the checks already logged.

Angry or at-risk customers

You define the signals of negative customer sentiment. Those tickets go straight to a human agent with the full history, because these cases need a human touch.

Who it’s for

Is this right for your support team?

✓Built for

High-volume B2C support teams that want AI customer service with human handoff on repetitive requests – refunds, billing, account changes, and more. Teams that want AI to take the routine volume and keep people on the complex issues, where service quality depends on judgment.

✕Not a fit for

Teams without repeatable, rule-based requests to automate. Teams that want a self-serve tool to build and edit automation themselves – Soportio is managed, meaning we create, run, and improve it.

Not sure which side you’re on?

Book a consultation, and we’ll map it to your ticket volume.

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Pricing

Pricing that follows the work.

You pay only for tickets Soportio resolves. The price per ticket drops as your volume grows, from $0.90 at up to 4,999 tickets a month to $0.40 at 50,000–99,999.

  • No implementation fee.
  • No per-seat costs.
  • Tickets passed to your team are free.
One pricing model. Lower cost as volume grows.Cost per resolved ticket
Monthly resolved ticket volume
0–4,999
$0.90
5,000–9,999
$0.80
10,000–19,999
$0.60
20,000–49,999
$0.50
50,000–99,999
$0.40
$0implementation fee
You only pay for tickets Soportio resolves.
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Common questions

Human handoff: common questions

The real concerns from support, ops and engineering leads — answered straight.

It means that AI passes a ticket to a person instead of resolving it itself. For example, Soportio is an AI customer service platform with fallback that works as a hybrid model, combining cutting-edge artificial intelligence features for resolving repetitive tasks with human input whenever needed. Your team gets comprehensive customer data from AI agents and makes final decisions in predefined cases without tiring customers with questions they answered earlier.
It checks every ticket against the rules you set. With Soportio, 4 situations trigger a handoff. They are a request outside the rules, an action above an approval threshold, low confidence, or a customer asking for a human. If any one applies, the AI stops and escalates.
A human agent sees a full conversation, the relevant account and billing context, every check the AI already made, and a suggested next action. All of it is attached to the ticket.
Surely. You define what the AI can close alone, what needs approval, and what goes straight to your team. It is possible to configure the rules in the workflow and update them as your policies change.
The ticket is handed over immediately to a human specialist. “Customer asks for a human” is one of the four handoff triggers, so the request goes to your team with the full conversation attached.
Yes. Soportio tells customers they are talking to AI from the first message. Since 2 August 2026, Article 50(1) of the EU AI Act has required this for AI systems that interact directly with people. Customers can ask for a human at any point, and the ticket is handed over with complete context.
A “transferring you” message moves the customer to a queue and drops the context of earlier customer interactions. The difference is that Soportio takes a smarter approach and moves the work. The human agent receives the conversation, the account data, every check the AI already made, and a suggested next action. Since Soportio’s AI algorithms follow your rules and execute real actions, many tickets never need a handoff at all.
Yes. You can require human approval for every refund, or only for refunds above a threshold you set. The AI verifies the charge and prepares the case, and your team approves before anything is paid out.
Yes. Soportio reads and writes through Zendesk, Intercom, and Freshdesk, as well as Zoho Desk and other help desks with an API. No migration is needed. Escalated tickets reach your team through the help desk they already use, which is very convenient.
It waits in your team’s queue with the full context attached, so the first available agent can pick it up and continue. The AI doesn’t act outside your rules to clear it.

Curious how much of your support Soportio can take over?

Book a 30-minute consultation. We’ll show you where Soportio fits and give you a cost estimate based on your numbers.

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