ShipStation uses Amazon Bedrock AgentCore to create IT help desk with AI and solves 97.5% of calls

ShipStation Global replaced most of its internal IT service with an AI agent. Deckhand, built on Amazon Bedrock AgentCore, began to answer the queries that arrive through the company's internal channels and solved 97.5% of them. In three months of operation, 96% of the evaluations made by the employees themselves were positive, according to the report published by AWS. The numbers matter because help desk is just the type of repetitive task in which AI agents usually prove fast value — or fail fast.

What does Deckhand do in practice with Amazon Bedrock AgentCore?

Deckhand works as a conversational IT help desk: the employee describes the problem in the channel he already uses, and the agent tries to solve it right there, without opening a ticket and without waiting for an analyst. It is this design that explains 97.5%: the rate measures solved consultations within internal channels, not just automatic screening responses. In practice, it means that most of the queue ceased to exist — and the human team got the remaining slice of more complex cases.

How does Amazon Bedrock AgentCore structure the Deckhand architecture?

AgentCore is the layer that AWS offers to put agents into production, bringing together execution components, memory, identity and connection to external tools. The proposal is to remove from the engineering team the work of setting up this infrastructure and keeping it focused on the logic of the agent: which internal systems it consults, which actions it can perform and how it formulates the answers. It is a pattern that has appeared in other recent cases, such as in case of nOps, which delivered FinOps agents 75% faster with AgentCore.

Why 97.5% and 96% resolution draw attention on Amazon Bedrock AgentCore

Generating AI adoption metrics usually disappoint in half. In another case published by AWS, Pixieset reached 35% adoption of AI with Amazon Bedrock — a result considered good in its context. The difference here is in the kind of task. When the agent answers an IT question from end to end, the result is verifiable: either the problem has been solved, or it has not been. This gives ShipStation an objective sign of quality, and not just a metric of curiosity about using the tool.

What Brazilian companies can learn from Amazon Bedrock AgentCore

Brazilian companies with large volumes of internal IT, HR and financial calls live the same scenario: growing queue, lean team and legacy tools. The case indicates that the viable path is to start with a narrow domain with verifiable response, rather than a generic assistant for the entire company. It is worth remembering that the result is one single case: solving 97.5% of consultations does not eliminate the human team, which remains necessary for the remaining 2.5% and for situations outside the scope of the agent.

Frequently Asked Questions about Amazon Bedrock AgentCore

What is Deckhand?

It is the IT help desk AI agent created by ShipStation Global on Amazon Bedrock AgentCore, which serves employees through the company's internal channels.

What results did ShipStation get?

The agent resolved 97.5% of the consultations received on the internal channels and received 96% of positive employee evaluations over three months.

Can Brazilian companies use Amazon Bedrock AgentCore?

Yeah. AgentCore is a commercial service of AWS and has been used by companies in cases such as nOps. Adoption depends on mapping a service domain with verifiable answers.