Intelligence in finance and tax: Your questions, answered

Published Jun 26, 2026  | 6 min read
  • Image of Antonia Reither

    Antonia Reither

    VP Customer Excellence, Lucanet

Five articles in, the Intelligence inside series has covered a lot of ground. We've explained why the bar for AI in finance and tax is higher than almost anywhere else. We've unpacked the Intelligence Core and its trust architecture. We've walked through the Data Platform and the semantic layer. And we've shown you a full year of intelligent features already shipped and in use.

That's a lot of detail. So, before we share some big news in our next edition, we’re taking a step back.

Across conversations with finance and tax professionals, the same questions keep coming up. Reasonable questions. Questions about what intelligence means for their work, their data, and their accountability. This article answers the most common ones, plainly.

If you want a refresher on the underlying concepts first, start with 7 essential AI concepts every finance and tax leader should understand. It covers the foundations. This article builds on them.

 

What exactly is the Intelligence Core, and why does it matter to me?

The Intelligence Core is an architectural layer inside the CFO Solution Platform. Every agent Lucanet builds runs on top of it, so every agent inherits the same high standards for quality, control, and safety.

Across the series, you've seen four properties described again and again:

  • Human-in-the-loop design: Agents surface plans, pause at checkpoints, and wait for your approval before acting.
  • Observability: Every step in an agent's reasoning is logged and traceable, like an audit trail you already know how to read.
  • Guardrails: A dedicated safety layer inspects every input and output, blocking misuse before it reaches your data or your filings.
  • Data sovereignty: Your data stays inside your own isolated tenant, encrypted and protected.

 

The key distinction is that the Intelligence Core is not a product you click on or open. You won't find it on a menu. It's the layer that makes every interaction trustworthy. You experience the agents. The Intelligence Core is what stands behind them.

For the full technical picture, including how evals work and how guardrails are built, see Intelligence inside #2: Building Lucanet's trust architecture.

 

Does this mean Lucanet is becoming an AI-only company?

No. But we are embracing the opportunities that AI brings.

The CFO Solution Platform, its deterministic solutions, and its 25-plus years of finance and tax expertise remain the foundation. Intelligence is being built into that foundation, not layered on top of it.

It helps to be clear about what's changing and what isn't. The workflows your team runs today are the same workflows the platform is now automating with greater intelligence. The path is familiar. The companion walking it with you is new.

Your existing solutions are not being deprioritized. The tools you use to close, plan, and report aren’t going anywhere, and will continue to produce reliable, auditable results. Workflow agents enhance what already works. They don't replace it.

 

Will workflow agents take over my job?

No. And that's not a hedge.

Human-in-the-loop is a design principle at Lucanet, not a disclaimer added after the fact. In practice, agents surface their plans before they act. They pause at critical checkpoints: before posting a journal entry, finalizing a disclosure, or submitting data to a regulator. They keep a full audit trail of every decision. Your team stays accountable for every number.

There's a useful way to think about this. Imagine you've just hired someone with extraordinary reasoning ability and deep knowledge across many domains, but it's their first day on the job. Over time, as that colleague proves reliable, you choose how much to delegate. The authority always stays with the people accountable for the output.

This is a strategic advantage, not a threat. Intelligence removes the manual, repetitive burden that eats your team's time. That frees finance and tax professionals to focus on the work only they can do: interpretation, judgment, and communicating with stakeholders.

 

How do I know the numbers are accurate?

Start with the core design principle: financial calculations are never performed by a large language model (LLM).

LLMs are good at reasoning calculations. They are unreliable at performing them. So Lucanet built that distinction into the Intelligence Core. The intelligence decides what needs to be calculated and why. Deterministic logic, such as your consolidation and planning calculation engines, does the actual arithmetic and returns a precise result. Every number traces back to a validated engine, not a probabilistic guess.

Accuracy is also enforced through how agents are built. Lucanet uses an eval-first development approach: automated tests grade an agent's output against a rubric at every step, so quality is driven up systematically before anything reaches you. For the details on how evals work, including why a 90% accuracy rate per step isn't good enough, see edition #2 of this series.

Then there's observability. Every step in an agent's reasoning is logged and traceable. You can see which data sources it used and how it reached its conclusion. "The AI did it" is never the answer. You can show your working to an auditor, because the working is right there.

 

Is my data safe?

Yes. Data sovereignty is built into the foundation.

Each customer's data sits inside its own isolated tenant. The Data Platform inherits Lucanet's strong isolation model, so one tenant can never see another tenant's data. Your raw data, your cleansed data, your knowledge graph, and your agent memory all stay inside your tenant, encrypted in transit and at rest.

The LLM boundary matters too. When an agent uses a model to reason, only the data strictly needed for the task is passed across. Lucanet uses models hosted in the EU for EU customers, and under its enterprise agreements with model providers, prompts and responses are neither retained nor used for model training.

This is backed by certifications, not claims. Lucanet holds SOC 1, SOC 2, ISO 27001, ISO 27017, and ISO 27018. ISO 42001 (the international standard for AI management systems) and BSI C5 (the German government's benchmark for cloud security) are both expected by summer 2026. The platform also aligns to the EU AI Act, NIS2, the upcoming Cyber Resilience Act, and supports operational resilience requirements for customers in DORA-regulated environments.

For the full Data Platform and security architecture, see edition #3: Lucanet's Data Platform and the semantic layer.

 

What's already shipped, and what's coming next week?

Intelligence at Lucanet is not future-dated. It's already in production and in use.

Over the past year, intelligent features have shipped across the platform: AI-assisted financial modeling in xP&A, automated emission factor mapping in ESG Reporting, taxonomy-compliant drafting in Disclosure Management, and the Tagger Agent for XBRL filing, the first comprehensive AI agent for XBRL reporting in the market. For the full rundown of what's live, see episode #4: Shipping finance-grade intelligence.

We are almost ready to introduce our new family of workflow agents built on the Intelligence Core, each of them targeting a specific high-friction job in the office of the CFO. We won't spoil the details here. But the foundation is already in place, which is exactly the point.

 

Where we’re going next

Episodes 1 through 6 have built the case from first principles. Why the bar is high. How the trust architecture works. Where the data comes from. What's already shipped. And now, the questions you've been asking, answered.

Episode 7 is where that groundwork will become concrete.

Here's our commitment, stated plainly: every workflow agent we ship is built on the same Intelligence Core. Each one inherits the same guarantees, deterministic calculations, full observability, human-in-the-loop control, and strong data isolation. And each one earns trust the same way a new colleague does, through repeated interaction, visible improvement, and consistent reliability.

 

Have a question we didn't cover?

The best way to understand intelligence in finance and tax is to see it work. Contact our team for a closer look at the intelligent CFO Solution Platform, and bring the questions this article didn't answer.

Contact us

  • Image of Antonia Reither

    Antonia Reither

    VP Customer Excellence, Lucanet

    After joining Lucanet in 2012, Antonia built her career first across consulting and pre-sales roles. She later established and led the Customer Success function, gaining deep expertise in customer-facing implementation and finance transformation.

    Antionia focuses on helping organizations modernize their finance functions. This includes supporting the transition from legacy systems to cloud-based and intelligent solutions, while bringing a strong commercial perspective to customer outcomes.

    As VP Customer Excellence at Lucanet, she leads the company’s post-sales organization. She ensures successful implementations and lasting product success across both direct customers and the partner ecosystem.

Contact Us