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Posts tagged with conversational ai
Tolky blog articles related to conversational ai.
AI models are becoming commodities: why operation is the real competitive advantage
AI models like GPT, Claude, Gemini, and DeepSeek are becoming commodities. The true competitive edge for mature enterprises is not the chosen LLM, but the operational architecture built on top of it.
Marlos Carmo
July 23, 2026
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16 min read
Guides
Behind the Scenes of Conversational AI at Scale: What Powers Millions of B2B Interactions
Scaling Conversational AI isn't just about choosing a model. Understand the infrastructure, tickets, management, and governance behind millions of conversations.
Marlos Carmo
June 22, 2026
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14 min read
Strategy
AI Governance in Customer Service: How to Scale Conversations with Control, Security, and Quality
Quick replies are not enough. Learn how to implement AI governance to mitigate risks, integrate with CRM/ERP, and gain complete control over your operation.
Marlos Carmo
June 18, 2026
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20 min read
Strategy
AI-Powered Contact Center: From Disconnected Channels to Smart Relationship Operations
An AI-powered contact center goes beyond faster replies. Learn how to unify channels, tickets, automation, and humans into a single smart relationship operation.
Marlos Carmo
June 12, 2026
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18 min read
Guides
Your Company Might Be Using AI to Scale Chaos: Why Conversational AI is About Management, Process, and Governance
Putting AI into customer service without processes and governance only speeds up disorganization. Learn why mature conversational AI requires control, ownership, and tickets.
Marlos Carmo
June 11, 2026
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18 min read
Strategy
Customer service automation without losing humanity: how to use AI to serve better, not just respond faster
Good customer service automation doesn't replace care — it removes rework, organizes demand, and frees humans for context, empathy, and exceptions. See how to combine conversational AI, tickets, integrations, and human support without turning the experience cold.
Marlos Carmo
June 10, 2026
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19 min read
Guides
AI without integration becomes FAQ: why artificial intelligence that can't access systems talks but doesn't resolve
AI integration with systems separates those who converse from those who resolve. See why AI without CRM, ERP, or tickets becomes FAQ — and how to connect AI customer service to real sales, support, and billing operations.
Marlos Carmo
June 10, 2026
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19 min read
Guides
Lead Loss on WhatsApp: Why Your Company Generates Opportunities but Lets Sales Slip Away in the Conversation
Many companies don't have a lead generation problem — they have an WhatsApp service, speed, and follow-up problem. Understand how silent lead loss works and how to structure WhatsApp sales with AI, process, and CRM.
Marlos Carmo
June 10, 2026
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23 min read
Guides
Conversational AI Is Not a Chatbot: Why Companies Must Go Beyond Automated Replies
Many companies still evaluate conversational AI with a chatbot mindset. Learn the difference between automated replies and relationship operations at scale with context, integrations, and human support.
Marlos Carmo
June 9, 2026
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21 min read
Guides
WhatsApp Is Not CRM: Why Your Company Loses Sales, Data, and Relationships
WhatsApp is customers' preferred channel, but treating it as CRM causes lost leads, fragmented history, and blind operations. Learn why a real WhatsApp CRM integrates AI, human support, tickets, and systems.
Marlos Carmo
June 9, 2026
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18 min read
Guides
Conversational AI vs. Traditional Chatbot: What Changed in 2026?
Why old customer service robots frustrated customers so much and how true Conversational AI is enabling complex resolutions in seconds.
Marlos Carmo
June 6, 2026
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7 min read
Guides
How Conversational AI Integration with Legacy Systems Works (CRM, ERP, APIs)
Discover the engineering behind Autonomous AI Agents: how Language Models (LLMs) communicate in real time with legacy CRMs and ERPs through corporate APIs.
Marlos Carmo
June 6, 2026
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7 min read
Engineering
AI Chatbot: The New Era of Enterprise Automation
Way beyond rigid numeric menus, the chatbot with artificial intelligence represents a revolution in how companies communicate. Understand the technology behind this transformation and the benefits of implementing it in your operations.
Marlos Carmo
June 4, 2026
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6 min read
Guides
WhatsApp Customer Service Platform: The Ultimate Guide for Companies
Managing hundreds of clients on a single WhatsApp account requires more than a standard phone app. Discover how a WhatsApp customer service platform works, technical governance requirements, and how conversational AI is defining the new era of operational efficiency.
Marlos Carmo
June 4, 2026
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12 min read
Guides
Customer Service Software and Platforms: How to Choose the Best Option for Your Business
Choosing the right customer service software or customer service platform is a critical step for your operation's efficiency and scale. Learn the differences between traditional solutions and the new conversational platforms integrated with Artificial Intelligence.
Marlos Carmo
June 4, 2026
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8 min read
Guides
WhatsApp Business API: Benefits for Your Company
If your company is growing, the standard WhatsApp Business app is no longer enough. Discover the practical benefits of the official WhatsApp Business API and how it unlocks scale, security, and AI automation for your operations.
Marlos Carmo
June 4, 2026
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5 min read
Guides
4 million AI messages a month: why relational AI demands real infrastructure
We crossed the mark of 4 million AI messages processed every month. Behind that number is an engineering decision: treating conversational AI as critical infrastructure, robust, observable and built for companies that can't afford downtime.
Marlos Carmo
June 3, 2026
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9 min read
Engineering
AI in Customer Service: How Companies Are Automating Support, Sales, and Relationships
AI has moved beyond isolated experiments in IVR or chatbots and become an operational layer that cuts across customer service, sales, and post-sale. We show how companies are using conversational AI to resolve tickets without friction, qualify leads at scale, and keep relationships active without inflating costs.
Marlos Carmo
May 28, 2026
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16 min read
Guides
Magnifica Humanitas: what Pope Leo XIV's encyclical says about AI and how to adopt the technology without dehumanizing
In his first encyclical, Pope Leo XIV asks for artificial intelligence to be 'disarmed' and placed at the service of human dignity. The text is not against AI it is against an AI that reduces people to 'projects to be optimized.' We read the core points and show how to translate that care into practice for companies that are automating right now.
Marlos Carmo
May 28, 2026
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11 min read
Company
What is omnichannel customer service and why your company needs it now
Omnichannel service isn't being on multiple channels. It's treating every channel as a single conversation, with unified history, context, and identity. In 2026, this has stopped being a differentiator and become the foundation for any customer service operation that intends to scale without losing quality.
Marlos Carmo
May 28, 2026
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12 min read
Guides
WhatsApp as a customer service hub: advantages, risks, and how to implement it
More than 90% of Brazilians use WhatsApp daily, and the channel has become the main point of contact with companies. Turning WhatsApp into a real service hub isn't installing the official app it's designing the architecture, picking the right API, defining governance, and understanding the traps that stall projects in production.
Marlos Carmo
May 28, 2026
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15 min read
Guides
We launched our new Conversational AI platform for enterprises
We rewrote the stack from scratch and are unveiling our new generation: an AI-first ecosystem with unified omnichannel, conversational AI CRM, enterprise Reasoning and measurable operations, built to scale service, sales and relationships without stacking tools.
Marlos Carmo
May 27, 2026
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11 min read
Product
Enterprise AI Assistant vs Traditional Chatbot: What is the Real Difference?
Every company claims to have 'AI in customer service'. But there is a fundamental difference between a chatbot that answers and an AI assistant that acts. Understanding this difference is what separates automation that frustrates customers from automation that retains them.
Marlos Carmo
May 21, 2026
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11 min read
Product