Twilio NYSE: TWLO executives outlined the company’s strategy to expand beyond communications connectivity into tools designed to provide context, orchestration and intelligence for interactions involving customers, human agents and artificial intelligence systems.
Speaking at a Goldman Sachs event, Twilio said its core business remains connecting customers with end users through communications channels. However, the company sees its newer conversation-focused products as an important part of its future, particularly as businesses deploy AI agents alongside human support teams.
Chief Product and Technology Officer Inbal Shani described Twilio’s platform as consisting of three layers: communications channels, contextual data and AI agents operating across those channels. The goal, she said, is to use real-time context to make AI agents “more effective, more productive, more accurate.”
Conversation products and developer flexibility
Twilio recently launched products including Conversation Memory, Conversation Orchestrator and Conversation Intelligence. Shani said the company is seeking to preserve its developer-first approach while also making it easier for a broader set of users to build customized solutions.
“The concept of developer is changing,” Shani said, noting that declining development costs are enabling more enterprises, independent software vendors and AI-native companies to create tailored applications.
Conversation Memory is intended to help preserve context across customer interactions. Shani said Twilio is distinguishing between information needed to improve a real-time conversation and longer-term data held in systems such as customer relationship management platforms and data warehouses. Rather than asking customers to duplicate their existing data, Twilio is building connectors to those systems and retaining information most relevant to the interaction.
Beta customers helped shape product priorities, according to Shani. One key request was a “warm handoff” between an AI agent and a human agent, as well as the ability to detect when an interaction should be escalated. While Twilio initially emphasized customer-support applications, some beta users also adopted the products for sales uses, such as identifying leads outside business hours and transferring them to sales staff later.
Voice AI opportunity remains early
Twilio said voice AI remains in the early stages of adoption, with challenges involving latency, quality, turn detection, background noise, network variability and model accuracy still being addressed across the industry.
Shani said accuracy is the primary barrier to deploying voice AI agents at scale, and that infrastructure is especially important for managing latency, voice quality and proper turn detection. She also identified trust and regulation as significant adoption considerations, including identity verification, monitoring, data storage, supervision mechanisms and evolving compliance requirements.
Twilio’s ConversationRelay product already allows customers to select and bring their own speech-to-text, text-to-speech and large language models, Shani said. The company intends to remain a neutral platform rather than favoring a single model provider or AI agent architecture.
“We do not think there is going to be only one,” Shani said, referring to AI models and agents. She said customers are likely to use multiple models and agents for different workloads and use cases.
Twilio expects customer conversations to increasingly span multiple channels, potentially beginning with voice and moving to messaging or email. Shani said the company’s orchestration capabilities are designed to support those multichannel interactions over a customer’s lifetime, from marketing to sales, support and subsequent engagement.
Growth, margins and messaging
A Twilio executive said the company’s organic revenue outperformance of more than 5% in each of the past two quarters was broad-based across products, sales channels and customer industries. Messaging, which represents about 60% of revenue, grew about 18% in the first half of the year and was a significant contributor to the upside.
The executive cautioned that Twilio does not view revenue beats above 5% as a new normal, noting that the company’s usage-based model can create variability. Over the previous several years, the company has generally exceeded its revenue guidance by approximately 2% to 4%, the executive said.
Voice revenue grew more than 20% in the second quarter, according to the company. Twilio said roughly half of the year-over-year dollar growth in voice came from connectivity volume and half came from software add-ons, such as conferencing, Media Streams and Answering Machine Detection.
Twilio also said gross profit growth has benefited from favorable product mix, including higher-margin voice, software add-ons and self-service products. The company is pursuing cost reductions through more direct carrier connections, hosting-cost initiatives and migration of certain products from on-premises environments to the cloud.
Regarding higher U.S. carrier fees, Twilio said it has not yet seen a meaningful change in messaging demand. The company said customers have expressed dissatisfaction with the increased costs, but Twilio continues to offer alternatives including WhatsApp, email and other over-the-top channels.
Self-service platform and investment discipline
Twilio launched its updated Console in May at its Signal conference, consolidating access to its products in one place and using AI to help customers complete setup, registration and campaign workflows. The company said conversion rates on the new platform are up about 90% compared with its prior platform, though executives emphasized that the launch is still in its early months.
Shani said Twilio has adopted a more structured annual planning process for research and development, weighing investments across core infrastructure, product improvements, innovation and earlier-stage experiments. The company said it is prioritizing headcount and infrastructure spending based on expected return on investment, including work to address technical debt where demand signals indicate opportunities such as voice AI.
Twilio also said it is using AI internally in areas including its self-service platform, global operations, customer support and engineering tools, while maintaining what executives described as financial and operating discipline.
About Twilio (NYSE:TWLO)
Twilio Inc NYSE: TWLO is a cloud communications platform-as-a-service (CPaaS) company that enables developers and enterprises to embed communications into web and mobile applications. Its core offering is a suite of programmable APIs that handle messaging (SMS, MMS, and chat), voice calling, video, and user authentication. Twilio's platform is designed to help businesses build customer engagement and communication workflows without managing telecommunications infrastructure directly.
The company's product portfolio includes programmable voice and messaging APIs, Twilio Video for real‑time video applications, and Twilio Authy for multi‑factor authentication.
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