Conductor Launches New AEO Product Suite, Empowering Brands to Win AI Recommendations

Conductor Introduces a New Industry Standard for Measuring How AI Recommends Brands and the First End-to-End System that Connects the Highest Impact AEO Opportunities to Measurable ROI

NEW YORK--(BUSINESS WIRE)--Conductor, the only end-to-end enterprise AEO platform, unveiled its next-generation answer engine optimization (AEO) innovation at C3 2026, its flagship conference in New York City. The announcement marks a major evolution in how brands compete for share in AI-generated responses, setting a new standard for enterprise AEO measurement and action.

During the keynote presentation, Conductor CEO Wei Zheng introduced the company’s vision for the next era of AEO. “Being mentioned by AI is no longer enough. The brands that win will be the ones AI recommends when customers are ready to make a decision,” said Zheng. “But getting recommended takes more than visibility data. Enterprises need to know what market they’re competing for, how they are represented, and what to do to improve. That’s the future we’re building at Conductor, connecting intelligence, action, and measurable AEO impact.”

Introducing a New Standard for Winning in AEO

Conductor’s innovations address that challenge by establishing a new KPI to measure a brand’s share of recommendation in AI and a complete system that automates the path from surfacing actions that will improve authority to measuring impact, all within a unified AEO platform.

Key announcements include:

• Recommendation Share: A new KPI that measures how strongly AI recommends a brand over its competitors to reveal whether AI champions the brand or steers buyers elsewhere, guiding actionable insights to better position the brand in the AI response.
• Custom Market Index: A standardized approach to defining a brand’s AEO market, grounded in real search demand. Solving the uncertainty many teams face when deciding which topics and prompts to track by providing a clear framework for how to align to business strategy. It delivers a reliable foundation for identifying opportunities and making smarter AEO investments.
• Conductor Actions: The industry’s first system of record for turning AEO intelligence into measurable impact. Actions identifies the highest-impact opportunities—from optimizing content, to improving technical foundations, to building third-party citations—and tracks what actually works, so enterprises get a smarter way to execute and continuously improve their AEO strategies.
• AEO-Powered Writing Assistant: New enhancements bring expanded AEO signals directly into content creation, informing stronger content briefs and more effective content optimized for both traditional search and AI agents.
• Conductor AgentStack: Setting a new standard for AI-powered AEO execution with the industry’s most complete end-to-end MCP server & API. AgentStack embeds Conductor’s intelligence across the entire AEO lifecycle, from identifying opportunities to executing optimizations and measuring their impact.

Building the Future of Enterprise AEO

These innovations build on Conductor’s accelerating investment in enterprise AEO and its mission to help brands adapt as AI fundamentally changes how customers discover and choose brands. They help enterprises determine where to compete, what to prioritize, how to execute, and whether their efforts are making a measurable difference.

Register here for a webinar showcasing these innovations and more on Thursday, November 19, 2026 at 11:00 AM ET.

About Conductor

Conductor is the only end-to-end, enterprise AEO platform built on the industry’s most complete data engine. The unified platform provides unparalleled AEO intelligence, scaled AI content generation, and real-time website monitoring. From tracking visibility in LLMs to technical health and content optimization, Conductor’s platform empowers teams to increase authority and visibility in AI and accelerate digital growth. Customers include global brands such as Citi, e.l.f. Cosmetics, FedEx, and Mastercard.