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Merge integrates OpenAI’s GPT-6 Astra, ChatGPT, and Codex to streamline code evaluation, advertising and marketing, and operational duties, enhancing effectivity.
Merge, an organization specializing in integration infrastructure, has adopted OpenAI’s GPT-6 Astra, ChatGPT, and Codex to reinforce its product growth, advertising and marketing, and operational workflows. In accordance with OpenAI’s case examine, the instruments are used to evaluation product code, assist advertising and marketing efforts, and automate duties reminiscent of planning government dinners and making ready gross sales updates.
AI-driven operational effectivity
Merge’s use of OpenAI expertise extends past software program growth. For instance, its executive-dinner planning bot integrates with CRM methods and Apollo to retrieve visitor lists, test invitation historical past, and handle outreach. The bot additionally organizes seating preparations and creates calendar notes to supply gross sales and customer-success context. In October 2026, Merge reported that these duties, which beforehand required dozens of employees hours, now take about half-hour per occasion. The corporate hosted 16 dinners in Q3 2026, up from eight in Q2, and plans to exceed 30 in This autumn. Workers proceed to deal with internet hosting and on-site logistics, whereas AI handles administrative duties.
Product and advertising and marketing purposes
Merge makes use of Codex to evaluation code for instruments reminiscent of its Workforce setup interface, whereas GPT-6 Astra helps product testing and advertising and marketing initiatives. The corporate claims that instrument calls by way of its infrastructure succeed 99.9% of the time, in comparison with roughly 60% for public Mannequin Context Protocol (MCP) servers. Nonetheless, these figures are vendor-reported and lack impartial verification.
Strategic context
Based in 2020 by Shensi Ding and Gil Feig, Merge initially targeted on simplifying integrations between enterprise purposes by way of its Unified API. In October 2025, the corporate launched Agent Handler, a model-agnostic protocol for safe AI-agent instrument execution. This infrastructure routes requests to the suitable connector whereas making use of safety guidelines and managing credentials. OpenAI’s instruments complement Merge’s broader technique by automating workflows and bettering operational effectivity, though independently measured impacts on income or productiveness haven’t been disclosed.
