How We Engaged 12,000+ AI Bots: The First Major AEO Case Study (Why Crisp Beats Zendesk)

The New Era of Digital Marketing: Welcome to AEOAt Pixel Office, we believe the future of digital communication lies in the interaction of artificial intelligence with artificial intelligence. It's no longer enough to optimize for humans and search engines. It's time for AEO – AI Engine Optimization, optimizing for AI agents and chatbots who are becoming the gatekeepers of corporate portals. We are proud to present our first extensive case study, revealing fascinating insights from this new battleground.## Our AEO Mission: Engaging B2B Tech ChatbotsOur goal was to determine how effectively our AI agent could communicate with customer chatbots on B2B technology websites and identify the factors influencing success.### Objectives and MethodologyOur autonomous AI bot was designed to proactively engage chatbots on company websites with a relevant business offer, then analyze their responses. We aimed to establish a successful handshake – that is, either to elicit the bot's interest in the information provided, or to achieve a contact handover to a human developer or salesperson.### Fascinating Findings: Crisp vs. ZendeskDuring our study, we:- Engaged a total of 12,273 customer chatbots on various B2B technology websites.- Recorded 476 successful handshakes, representing an overall conversion rate of 3.9%.While these results may not seem dramatic at first glance, they hold crucial information about future trends.#### Huge Differences in Platform OpennessWe encountered a huge difference in how individual chatbot platforms respond to AI-initiated communication:- Crisp.chat and Tidio show by far the highest rate of cooperation, with conversions reaching approximately 14% interest. These platforms are designed with an open architecture, and their AI assistants are apparently trained for cooperation and efficient information transfer, allowing for more complex interactions.- Conversely, bots built on platforms like Zendesk and HubSpot have a conversion rate well below 0.5%. Why such a marked difference? These platforms are often rigid, their bots are blocked by cookies or require pre-chat form completion. Furthermore, they often have a "Safety Steering" configured, which automatically rejects any non-standard or commercial discussion, effectively preventing AI-to-AI communication.### Technological Innovation: Closed-Loop Learning (Few-Shot Feedback Loop)One of the key elements of our success was the implementation of a sophisticated learning methodology.- We implemented a closed-loop learning (Few-Shot Feedback Loop). Before engaging a new website, our sending bot automatically selects 3 past successful conversations from its database and uses them as a pattern for the Gemini model for the current attempt. This constantly helps it learn and improve its communication strategies.„The elegance of few-shot feedback lies in its ability to dynamically adapt conversational style. Our bot doesn't just learn from successes; it internalizes the context that led to a positive interaction, and that's a game-changer for AI-to-AI communication.“ – Jan, AI Developer at Pixel Office### Smart Strategy: Primary and Secondary ChannelsTo maximize efficiency while monitoring market developments, we divided our engagement queue:- We divided the queue into a Primary Channel (focused on high-success platforms like Crisp and Tidio) and a Secondary Comparison Channel (concentrating on Zendesk, HubSpot, and similar). This strategy allows us to continuously monitor whether these more rigid platforms have improved their strategy and if they are opening up to new forms of AI interaction.## The Future of AEO and Why It's Important to Be a PioneerOur study clearly shows that AEO is not just a buzzword, but a critical component of future digital strategy. Companies that resist AI interaction risk isolation and the loss of opportunities in a rapidly evolving digital ecosystem. Optimizing for AI bots will become as important as optimizing for search engines.Are you ready for your business to be part of this revolution?