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A founder shares experience with an AI support bot that only achieved 8% ticket deflection after 8 months, compared to a peer's 47%, highlighting the difference between AI-native tools and legacy ticketing systems with LLM wrappers.
LedgerAgent is a method for customer service agents that maintains task states in a separate ledger to improve policy adherence and state management during tool calling. It improves average passk over standard approaches across four domains.
Salesforce has agreed to acquire Fin (formerly Intercom), a customer agent platform, for $3.6 billion to accelerate its autonomous agent capabilities and expand agentic enterprise offerings.
Relay turns any website into an AI receptionist that learns from calls, automating customer interactions.
An opinion piece questioning whether we rely too heavily on confident agent recommendations (human or AI) when underlying data is often messy and incomplete, suggesting that agents should express uncertainty.
LYQN AI is a support tool that learns about a business and can hand off to human agents when needed, launched on Product Hunt.
Bret Taylor, co-founder of Sierra, predicts that within 3-4 years, consumers will abandon businesses that lack AI customer service, comparing the leap from 3-year-old voice bots to modern AI agents as the difference between a horse-drawn carriage and a flying car.
This paper studies orchestration mechanisms for tool-using AI agents in customer-service workflows, comparing declarative agents with imperative state machines and baselines. Results show retrieval quality is a key bottleneck, and under high-quality retrieval, declarative skills improve accuracy on procedural tasks.
Meta has launched Meta Business Agent, an AI tool that helps businesses manage customer interactions across WhatsApp, Messenger, and Instagram. The tool aims to automate and streamline customer service for businesses using Meta's platforms.
Travelers deployed an AI Claim Assistant powered by OpenAI's Realtime API nationwide, achieving 85-90% customer completion of claims through AI.
Norse Atlantic Airways offers cheap tickets but relies heavily on AI customer service, leading to widespread complaints about inaccessible refunds and scammers. Dozens of FTC complaints detail losses over $1,000, highlighting the downsides of the airline's tech-forward approach.
A case study detailing how implementing LuMay Voice Agent in a US dental clinic eliminated missed calls, automated appointment handling, and reduced front desk workload, highlighting AI voice agents as a solution for healthcare lead conversion.
A hot take predicting that by 2027, AI will shift from customer-facing chatbots to backend tools that assist employees, improving efficiency and user satisfaction.
This article discusses whether AI agents should base recommendations on workflow analysis rather than product category, emphasizing that users' true needs are workflow outcomes.
PolyAI's Raven 3.5, a smaller specialist model, outperforms GPT-5 and Claude Sonnet 4.6 on all customer service benchmarks with under 300ms latency. The company also launches ADK and PolyPhone to accelerate enterprise voice AI deployment.
The article identifies a common failure in AI agent handoffs to humans on WhatsApp, where the bot says it will transfer but no human responds, breaking trust. It outlines a solution with mode tracking, history injection, and real task creation.
Intercom, the customer communication platform, announces it is rebranding its company name to Fin, reflecting its focus on its AI customer agent platform. The Intercom product name will continue as the customer service software.
A property manager outlines practical AI implementations for Airbnb operations, focusing on automated messaging, review analysis, and integrated task workflows.
Parloa has evolved its platform to an AI Agent Management Platform (AMP) using GPT-5.4, enabling enterprises to design, simulate, and deploy voice and text service agents without coding.
Gradient Labs, founded by former Monzo AI leaders, launches an AI account manager platform for banks using OpenAI models (GPT-5.4 mini/nano) to handle complex customer service cases like fraud and payment issues with 500ms latency and 97% trajectory accuracy in procedure compliance.