The modular future of AI in data products: meet Luzmo Agent APIs

The world of business intelligence is shifting fast. Static dashboards and rigid analytics workflows no longer satisfy users who want flexibility, speed, and smarter automation. Companies are now moving from pre-defined tools to modular AI systems: ones they can build, adapt, and control.

For SaaS teams building data-rich apps, that pressure is even higher. Your users expect analytics that feel intelligent and deeply integrated into their workflows.

That’s where Luzmo’s new Agent APIs come in. They mark a key step toward a future where AI isn’t a closed black box, but a toolkit you can shape around your own embedded analytics experience.

From “black box AI” to composable intelligence

For years, AI in data products worked like a one-way street. Tools analyzed your data behind the scenes, but users couldn’t see (or change) what was happening. The result? Impressive demos, but limited flexibility in real-world SaaS environments.

Luzmo’s approach flips that model. SaaS teams can embed Luzmo’s Agent APIs directly into their product, turning analytics into an interactive experience that helps users uncover insights faster and stay inside the app.

Instead of bundling AI logic inside an app, Agent APIs let teams full control to build their own intelligence layer.

You can plug Luzmo’s AI capabilities into your users’ workflows, mix them with internal or third-party agents, and decide exactly what happens at each step. For example, a finance app could allow customers to ask, “What was driving our revenue growth in Q3?” and instantly generate an AI-driven visualization that explains the trend.

It’s modular AI: intelligence that adapts to your users’ needs instead of forcing them into someone else’s framework.

What are Luzmo Agent APIs?

Luzmo Agent APIs are a set of AI-driven building blocks that bring intelligence directly into your data workflows. They make it easy to add automation and natural-language understanding to any process, whether you’re creating dashboards, automating reports, or powering chat-based data assistants.

Below are a few ways you can use them:

1. Understand data automatically

Manually documenting datasets or searching through hundreds of columns can slow any analytics project. Luzmo’s agents handle that automatically:

Create dataset and column descriptions → Generate clear, human-readable names and summaries for new datasets as they’re added.
Find relevant datasets and columns → Search data semantically using an embeddings model. Ask for “sales in Spain,” and the right dataset appears instantly.

Together, these agents replace repetitive data prep with instant context and clarity.

2. Act on data faster

Creating new formulas or visualizations often requires multiple clicks, or even code. Luzmo’s AI agents cut that friction:

Create formulas → Generate ad-hoc calculations within apps like report builders or custom dashboards.
Create visualizations → Give your own chatbot or interface the ability to visualize data directly through the API.

Developers can combine these functions to give end users a more fluid, natural experience; without leaving the product environment.

3. Add conversational intelligence

Modern users expect analytics to speak their language. Luzmo’s conversational agents make that possible:

Luzmo IQ Conversation → Enables multi-turn interactions and shared conversation history across users.
Luzmo IQ Message (/iqmessage) → Replaces the previous IQ API (/message), allowing you to build custom user interface components, or generate summaries from a prompt.

Together, these features turn static dashboards into interactive data copilots.

Why modular AI really matters for data teams

Most “AI-powered” BI tools promise magic but deliver fixed workflows. Luzmo’s modular model gives teams creative control. Instead of waiting for a vendor to build a feature, you can now compose your own: using Luzmo’s agents as the foundation and layering your logic on top.

That freedom unlocks faster innovation, smoother integrations, and better user experiences. You can:

Connect Luzmo Agents to automation platforms like n8n or Zapier.
Build cross-agent workflows (e.g., find relevant data → create formula → visualize).
Extend your own products with AI capabilities without reinventing the wheel.

For developers, it’s an API-first approach that feels natural. For business teams, it means intelligence where it actually matters… inside the product experience.

Under the hood: smarter, faster, more automated

The latest Luzmo update didn’t stop at new endpoints. It also improved how Luzmo IQ itself operates:

Faster performance → AI responses and visualization generation are now significantly quicker.
Automated vector embeddings → No more manual setup. Luzmo now manages embeddings automatically for datasets (up to ~10,000 unique values).
Predictive capabilities coming soon → A new “Create Queries” agent will soon extend the automation chain from question to fully formed dataset query.

All of it points toward one direction: more power, less friction.

Building the next generation of intelligent data products

The new Agent APIs aren’t just another product update. They represent a shift in how teams will design data tools moving forward. Instead of static dashboards, imagine interactive agents that can:

Auto-summarize performance trends,
Find anomalies before you do, and
Suggest new visualizations on the fly.

That’s the future Luzmo is building: a world where developers can compose intelligence just like they compose interfaces.

Give it a go!

AI in analytics isn’t about replacing people. It’s about helping them make smarter, faster decisions; without drowning in data work. Luzmo’s Agent APIs make that real.

They give you the freedom to build the AI layer your product deserves, one intelligent block at a time.

👉 Want to see Luzmo’s Agent APIs in action?

If you’d like to test the Agentic APIs during your trial, reach out to hello@luzmo.com to request access, or book a demo with our team to see how it works in practice.

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