...
close
Whitepaper Whitepaper
Universal Semantic Layer : The foundation for instant, actionable, agentic analytics

Quick Read

  • How traditional dashboards are giving way to conversational analytics.
  • The evolution of data access through natural language interfaces.
  • An introduction to Kyvos Dialogs and how it changes the analytics experience.
  • Key features like natural language querying, contextual exploration, and dynamic KPI creation.
  • How Kyvos Dialogs works.
  • What makes Kyvos Dialogs different from typical AI-powered BI tools.
  • Why conversational analytics is the future—and how Kyvos Dialogs is leading the way.

Remember the days when data meant dashboards—and lots of them? Traditional BI tools made it feel like we needed a pilot’s license just to read a sales report. Endless filters, nested charts, pivot tables and drill downs used to be buried in layers of clicks. Sure, they worked—if everyone knew how to work them. For most non-technical users, that meant learning SQL, memorizing dashboard layouts or depending on someone from IT to run reports. It was less “self-serve” and more “please wait in the queue” situation.

But things are changing—and fast. With the rise of Gen AI and natural language interfaces, we’re witnessing a shift from dashboards to dialogs. Instead of deciphering static visuals, users can now simply ask a question like they would in a conversation—and get answers instantly. This new wave is being powered by conversational analytics, where natural language querying simplifies complex queries and insights are just a sentence away.

At the forefront of this transformation is Kyvos Dialogs that lets users talk to their data—and get accurate, contextual answers. Whether a CEO looking for top-line KPIs or an analyst digging deep into numbers, Kyvos Dialogs makes insights feel as natural as chatting with a colleague.

What is Kyvos Dialogs?

Kyvos Dialogs is a groundbreaking Gen AI-powered conversational analytics platform that allows users to engage with their entire enterprise data through simple, natural language querying. It transforms how organizations access, explore and act on data—delivering context-aware insights at the speed of thought. Let’s look at the features and benefits it offers:

Natural language querying – Users ask questions in plain business language, without any need to understand SQL, coding and underlying data structure. This lowers the barrier to data access, enabling business users to explore billions of rows of data independently, make faster decisions and reduce their reliance on technical teams for everyday queries. For instance, if a user asks, “What were our top-selling products last quarter?” or “Show me revenue trends by region over the past year,” the platform interprets their intent, runs the necessary queries and delivers accurate answers instantly in natural language.

Contextual exploration – Kyvos Dialogs retains and builds upon the context of previous queries within a single conversation. It understands the flow of dialog, which means users can ask follow-up questions, modify earlier ones or explore different dimensions of the same topic—all without resetting the context.

For instance, if a product manager asks, “Show me sales by category,” and then follows up with, “Now break that down by region” or “What about just Q1 figures?”, Kyvos not only understands these contextual pivots but also aligns them with previous outputs, maintaining continuity in the conversation. This enhances analytical depth and helps users explore data more intuitively. In addition, guided prompts suggest relevant questions or directions based on the ongoing conversation.

Users can pin key insights, pause and resume discussions and share entire conversations with teammates for making data interactions continuous and intuitive.

Real-time KPI generation – Kyvos Dialogs empower users to create and refine complex business metrics on the fly during a conversation. Users can refine existing KPIs or generate new ones instantly, directly within the interface. The system dynamically adjusts metrics based on real-time data input, making it easier for everyone to focus on the metrics that matter most.

Kyvos Dialogs also distills vast amounts of complex data into clear, contextual summaries and highlights key KPIs. This way, users can focus on what truly matters, without wading through endless reports or dashboards.

Guided data discovery – Kyvos Dialogs intelligently selects the most relevant semantic models and recommends visualizations that best represent the data being queried. The feature considers data types, hierarchies and user intent to suggest charts, graphs or tabular views that make the information easier to understand and act upon. For example, when a marketing lead asks, “What’s the campaign performance trend over the past six months?” Kyvos might present a line chart showing impressions, clicks and conversions over time and even offer drill-down options to compare by region or channel.

By combining the best of human intuition with artificial intelligence, Kyvos Dialogs is redefining the analytics experience —paving the way for smarter, more accessible AI-powered BI solutions.

How Does Kyvos Dialogs Work?

Kyvos Dialogs is changing the way users interact with data by letting them simply ask questions in natural language and get instant, intelligent answers. The platform’s semantic layer leverages generative AI and LLMs to make data conversations smarter, faster and way more human. Let’s walk through how Kyvos Dialogs works:

Step 1: The user asks a question

It starts with a question. For example, a retail manager wants to know how the company performed this year. He asks a question: “Show sales growth in this quarter with respect to the same quarter last year.”

That’s it. It’s not important to know the schema, write queries or dig through dashboards to get insights from Kyvos Dialogs.

Step 2: Kyvos understands the question using its semantic brain

Behind the scenes, Kyvos taps into its semantic layer — a smart model that understands business vocabulary. Whether it’s “sales growth,” “quarter” or “YOY,” Kyvos knows how to connect those words to actual data and logic. This is powered by Retrieval-Augmented Generation (RAG) — so instead of guessing, Kyvos retrieves the right definitions and relationships from its semantic model before generating a response.

Step 3: An LLM builds a smart query

Next, Kyvos sends that context to a large language model. The LLM turns natural language request into a precise query, ready to hit the data engine. Kyvos Dialogs also summarizes the results once they’re back — so users are not just getting numbers, but a narrative too. For example, “Sales grew 12.5% this quarter compared to Q1 last year, with the biggest lift coming from the US region.”

Step 4: Kyvos crunches the data

The heavy lifting happens here. The query runs on Kyvos’ powerful backend — whether data lives in Snowflake, BigQuery, Redshift or a data lake. The Kyvos Core executes the query at scale and returns trustworthy results at a lightning-fast speed.

Step 5: Answers are visualized automatically

Finally, users get a clean, interactive answer on screen—as a chart, table or summary. And yes, they can fully customize the view — from chart types and colors to switching between visuals and tables.

Kyvos Dialogs delivers contextualized answers in seconds, allowing users to bypass the technical learning curve while maintaining full control over their data and visualizations — all through a natural language interface. Insights are now just a conversation away.

How is Kyvos Dialogs Different from AI-Powered BI Tools?

Kyvos Dialogs isn’t just another natural language interface on top of any BI tool, it represents a new generation of conversational analytics, designed for scale, speed and intelligence. It’s built fundamentally different, from the way it understands the data to how it handles scale, speed and cost. Here’s how it stands apart:

Understands business, not just data

Kyvos Dialogs is powered by a semantic layer, which means it doesn’t just look at column names or metadata. It understands the language business speaks. For questions like “Which region has the highest churn rate?” or “Which plan gained the most subscribers last quarter?”, Kyvos knows exactly what users are talking about. No more guesswork. No more digging through datasets. Just smart, context-aware answers.

Dynamic metric creation through natural language conversations

Business discussions often lead to unexpected questions. With Kyvos Dialogs, users can define or adjust metrics instantly, even in the middle of a meeting, with no IT tickets. For example, a user wants to analyze the ‘churn rate’ specifically for high-value customers—those who made more than three purchases in the last quarter. If this metric doesn’t already exist, Kyvos Dialogs steps in. It asks clarifying questions like, “What defines a high-value customer?” or “How would you like to calculate churn?” Based on the user’s responses, Kyvos dynamically builds this metric in real-time by combining existing semantic definitions—like customer activity, time periods and churn indicators.

This interaction makes it easy for business users to define what they need in the moment, turning vague ideas into precise metrics—without writing a single line of code. It keeps decision-making fast, flexible and completely self-serve.

No limits on data volume

Kyvos inherently is designed to handle massive datasets without compromising performance. Whether users are analyzing billions of rows or running highly complex, multi-dimensional queries via Kyvos dialogs, they’ll get sub-second response times—consistently. Business teams can explore historical trends, drill into granular details and run ad hoc queries without experiencing delays—no matter how big the dataset is.

Analytics For Everyone with Kyvos Dialogs

Data questions shouldn’t come with workflow roadblocks. Kyvos Dialogs removes the friction, letting every team jump straight from curiosity to clarity—no tools to learn, no time wasted.

For executives: High-level KPIs with zero learning curve

  • Get high-level metrics instantly, with no dashboards to learn.
  • Ask business questions in plain language and get answers on demand.
  • Make faster decisions with real-time charts and summaries.

For analysts: Exploratory data analysis without writing SQL

  • Explore data freely—no SQL or switching tools.
  • Drill down step-by-step with smart, guided queries.
  • Stay in the flow of analysis without losing context.

For sales ops & marketing: Fast answers for better agility

  • Instant answers to campaign and sales performance questions.
  • Compare results across time, regions and channels in seconds.
  • Respond to changing numbers with speed and precision.

For business users: A single pane of interaction with data

  • No need to learn new tools or wait on others.
  • Empowered self-service without tech dependency.

Every role gets direct access to the answers they need. It’s not just analytics for analysts; it’s analytics for everyone.

Beyond Dashboards: The Future with Kyvos Dialogs is Conversational

Kyvos Dialogs isn’t just keeping up with the evolution of analytics—it’s setting the pace. While most tools remain anchored in drag-and-drop reporting experiences and are still optimizing dashboards, Kyvos has already moved beyond them. It breaks the mold of how analytics has traditionally worked by replacing rigid dashboards with dynamic, human-like conversations.

Instead of forcing people to learn the language of data, it lets data speak their language—clear, intuitive and on-demand. This isn’t just about convenience. It’s about unleashing possibilities. By removing technical roadblocks and simplifying access, Kyvos Dialogs empowers every user—from frontline employees to boardroom executives—to explore their data with confidence.

As organizations face growing pressure to be faster, sharper and more data-literate, Kyvos Dialogs’ Gen AI-powered, context-aware engine ensures that insights aren’t just delivered—they’re understood, trusted and acted on. Kyvos’ dual positioning— of a powerful semantic layer with a truly conversational interface —gives it a unique edge in the market.