OpenAI Unveils Responses API and Agent Tools to Power the Next Wave of AI Applications

OpenAI has launched its new Responses API and open-source Agents SDK to help developers build customizable AI agents that perform tasks like web search and file navigation. These tools replace the Assistants API and aim to move beyond demos by enabling more autonomous, enterprise-ready AI applications. While the technology still faces accuracy and reliability challenges, OpenAI sees agents as a transformative force in the workforce by 2025.

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The AI Maker

7/7/20252 min read

AI APIs making advanced agents in the world and make it look like a neo-noir scene from a Frank Miller movie
AI APIs making advanced agents in the world and make it look like a neo-noir scene from a Frank Miller movie

OpenAI is doubling down on its vision for intelligent automation with the release of its Responses API, a new suite of tools aimed at helping developers and enterprises build practical, customizable AI agents. Announced this week, the API signals a shift from flashy demonstrations to scalable, real-world use cases—and potentially marks the beginning of AI agents entering the mainstream workforce.

Replacing the soon-to-be-retired Assistants API (set to sunset in early 2026), the Responses API gives businesses the building blocks to create their own agentic applications. These agents—powered by the same technology that underpins OpenAI’s Operator and deep research tools—can navigate websites, perform web searches, scan internal files, and even interact with applications using keyboard and mouse inputs. It’s OpenAI’s most ambitious effort yet to make AI agents not just smarter, but more useful.

One of the key components of this release is access to the company’s newest web-search-capable models: GPT-4o search and GPT-4o mini search. These models, available in preview, are already being used to power ChatGPT Search, and they boast impressive factual accuracy: 90% and 88% on OpenAI’s SimpleQA benchmark, respectively—beating even the larger GPT-4.5, which scored just 63%.

Beyond search, the Responses API includes a file search utility that can sift through company databases to retrieve internal documents and relevant content. Importantly, OpenAI has stated it will not use these private documents to train its models, addressing common concerns around corporate data privacy.

For developers looking to build more interactive agent experiences, OpenAI is also offering access to its Computer-Using Agent (CUA) model—the engine behind Operator’s web-browsing capabilities. This model simulates human actions on a computer, such as mouse movements and keyboard inputs, to automate routine workflows like form entry and dashboard navigation. While the CUA model is still in research preview and has limitations, OpenAI is allowing enterprises to run it locally, giving them more control over sensitive environments.

To support developers further, OpenAI is releasing an open-source Agents SDK, a toolkit designed to simplify integration, monitoring, and safeguarding of AI agent behaviors. The SDK builds on the ideas introduced in Swarm, OpenAI’s earlier framework for orchestrating multi-agent systems, and aims to make it easier to debug and deploy complex agentic applications in enterprise settings.

Despite the enthusiasm, OpenAI is clear-eyed about the challenges ahead. AI agents still hallucinate, especially in web-based environments. Even with improved search accuracy, tools like GPT-4o still get 1 in 10 factual queries wrong. And while the CUA model shows promise, OpenAI admits it’s “not yet highly reliable” for more sophisticated OS-level automation.

Still, the company is bullish. API product lead Olivier Godement called AI agents “the most impactful application of AI that will happen,” echoing Sam Altman’s January statement that 2025 will be the year agents hit the workforce in full force.

With the Responses API and Agents SDK, OpenAI is putting serious infrastructure behind that vision—hoping to move the field beyond overhyped demos and toward meaningful productivity tools. Whether this marks the beginning of true agent-driven enterprise automation remains to be seen, but the groundwork is clearly being laid.

Cited: https://techcrunch.com/2025/03/11/openai-launches-new-tools-to-help-businesses-build-ai-agents/