Vertical AI: Understand how expert agents overcome the limitations of traditional chatbots

If you follow the technology market, you've probably noticed that the initial fascination with traditional generative artificial intelligence tools has given way to a pragmatic question: "That's great, but how does this help me increase revenue or cut real costs in my operation?"

Initially, general-purpose conversational chatbots seemed like magic. They write emails, summarize texts, and answer general questions. But in day-to-day corporate life, the truth is that companies don't need an assistant who knows "a little about everything." They need specialists. They want to solve specific inventory bottlenecks, recover credit from delinquent customers, and optimize sales performance in real time, for example.

It is precisely in this pain point that the third wave of system expansion emerges (succeeding the Cloud and Fintech eras): Vertical AI. And we, here at Skyone, have prepared this article to show you why this change is redefining the business game.

What is Vertical AI and why does it go beyond the traditional chatbot?

To understand the concept, a simple comparison is helpful:

The Generalist Chatbot: Imagine hiring a newly graduated, generalist assistant. They are hardworking, read very quickly, and write well. But if you ask, "What is the cash flow forecast for the next 15 days?", they will stammer because they don't have access to—and don't know how to interpret—your company's accounting data.

Vertical AI is the equivalent of hiring a senior consultant specializing in finance or sales. They understand the rules of your industry, access your database directly, and provide analytical answers ready for decision-making.

This solution focuses on delivering artificial intelligence assets specifically designed to solve the pain points of niche markets and sectors such as retail, industry, finance, and logistics. Instead of "selling access to internet intelligence," it delivers solutions trained with the logic of your business.

The missing link: why does AI need your ERP?

Data intelligence doesn't happen in a vacuum. For an AI agent to truly be an expert, it needs to drink from the source of truth: your ERP or CRM (such as Protheus, SAP B1, Sankhya, or WinThor).

This is where many AI initiatives fail. Connecting a generative artificial intelligence tool to legacy systems is often a technical integration nightmare.

To overcome this barrier, we developed Skyone Studio. It functions as a unified platform that eliminates technical complexity, extracting and organizing data directly from market ERPs to supply our expert agents. This transforms your raw inventory or financial data into an intelligent pipeline in a secure and agile way.

Get to know Specialist Agents in practice

To help you visualize the real impact on your company's operational efficiency and P&L (Profit and Loss), see how the key players in Skyone's Vertical AI portfolio operate:

1. Commercial Performance Agent 

Instead of making the salesperson waste time analyzing complex reports in the ERP system before calling a client, this agent acts proactively. They send sales recommendations, monitor goals, and map opportunities using geolocation and Big Data directly on the representative's WhatsApp.

• Impact: Increased revenue through targeted upselling and proactive churn prevention.

2. Disruption Prediction Agent

Specifically geared towards retail and distribution, this agent analyzes delivery lead time and sales behavior to predict shortages of critical products.

• Impact: protecting profit margins and ensuring products are always available on the shelf.

3. Collection Agent

Forget manual spreadsheets and the strain on your accounts receivable team dealing with low-value collections. The agent creates intelligent collection journeys and automated renegotiation of receivables.

• Impact: drastic reduction in default rates and direct improvement in cash flow.

4. Financial Consulting Agent

It allows directors and managers to make decisions from wherever they are. Simply send an audio or text message on WhatsApp asking about liquidity projections or debt indicators to receive analyses in seconds, extracted directly from the ERP system.

• Impact: speed of decision-making and an end to guesswork in critical moments.

AI vs. BI: what's the difference?

A very common objection from technology managers and executives is: "But I already have Business Intelligence (BI) dashboards and reports. Do I really need AI?"

The answer lies in the behavior of the two tools:

• Business intelligence (BI) is passive: it functions like a car's rearview mirror. It shows what happened. Furthermore, it requires the user to take the initiative to open the system, apply filters, and know how to interpret the graph in order to make a decision.
• Vertical AI is proactive (and predictive): it works like GPS. It not only shows the route, but also warns about traffic ahead before you arrive. A sales performance AI agent, for example, detects an atypical drop in purchases from a long-standing customer and sends an alert to their salesperson's cell phone at the exact moment of the anomaly.

How do you begin your Vertical AI journey?

Taking the next step toward mature artificial intelligence doesn't have to be a drawn-out, year-long project. We advocate for a controlled methodology focused on immediate value

1. Identify the priority pain point: choose just one bottleneck to start with (e.g., reducing delinquency or optimizing inventory).
2. Setup and connection (via Studio): We connect the expert agent directly to your ERP data sources.
3. Controlled homologation: key users test and validate the accuracy and security of the AI's responses.
4. Go-Live and Expansion: With a proven ROI (Return on Investment) in addressing the initial pain point, we expanded the intelligence to other business verticals.

The next AI discussion will take place at TDC Florianópolis

Do you want to understand how this transformation works in practice?

Our Head of Data and AI, André Oliveira, will be at The Developer's Conferencein Florianópolis from July 22nd to 24th, demonstrating how expert agents can help companies transform data into decisions and processes into intelligence.

Stop by our booth, talk to our team, and discover how Vertical AI can be part of your business's evolution.

And here's something to think about:

Written by Skyone