Risotto Uses AI To Resolve Complex Enterprise Support Tickets
Edited by Debra John — January 27, 2026 — Tech
This article was written with the assistance of AI.
References: techcrunch
Risotto is an AI-powered automation platform built to autonomously resolve enterprise support tickets, created by startup Risotto following a $10 million seed round announced on Jan. 27, 2026.
The system sits between existing ticketing tools such as Jira and the internal services they connect to, aiming to reduce manual triage and resolution work for IT and operations teams. Its key differentiator is the infrastructure that manages and constrains large language models so they perform reliably in high-stakes enterprise environments.
Instead of relying solely on a foundation model, Risotto layers prompt libraries, evaluation suites, and thousands of real-world ticket examples to keep outputs consistent. The platform has already been deployed with payroll company Gusto, where it reportedly automated 60% of support tickets. Beyond conventional help desk stacks, the company has also built integrations with AI work hubs like ChatGPT for Enterprise and Gemini, connecting over the Model Context Protocol (MCP).
Image Credit: Shutterstock / DC Studio
The system sits between existing ticketing tools such as Jira and the internal services they connect to, aiming to reduce manual triage and resolution work for IT and operations teams. Its key differentiator is the infrastructure that manages and constrains large language models so they perform reliably in high-stakes enterprise environments.
Instead of relying solely on a foundation model, Risotto layers prompt libraries, evaluation suites, and thousands of real-world ticket examples to keep outputs consistent. The platform has already been deployed with payroll company Gusto, where it reportedly automated 60% of support tickets. Beyond conventional help desk stacks, the company has also built integrations with AI work hubs like ChatGPT for Enterprise and Gemini, connecting over the Model Context Protocol (MCP).
Image Credit: Shutterstock / DC Studio
Trend Themes
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AI-driven Support Solutions — AI-driven support solutions are reshaping enterprise ticket management by automating up to 60% of support tickets, paving the way for reduced manual labor.
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Layered LLM Management — Layered LLM management structures, like those used by Risotto, enable high-stakes environments to leverage AI reliably without inconsistent outputs.
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Integration with AI Work Hubs — Seamless integration with AI work hubs, such as ChatGPT for Enterprise and Gemini, enhances operational workflows and ensures a well-rounded support system.
Industry Implications
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Enterprise IT Services — Enterprise IT services stand to gain from automation platforms like Risotto that streamline support ticket resolutions, reducing operational overhead.
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AI Infrastructure Development — AI infrastructure development is increasingly focusing on enhancing platform reliability through frameworks that manage and constrain AI models effectively.
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Payroll and HR Software — Payroll and HR software vendors, like Gusto, benefit from autonomous AI integrations that enhance efficacy in responding to company support queries.
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