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Wangari automates the complex, high-skill reporting that ties up your best people — and surfaces the strategic intelligence buried inside your data that no one had time to find.

Insights unlocked.

Insights unlocked.

Reporting done.

Reporting done.

AGENTIC & CAUSAL AI • ZERO HALLUCINATIONS
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Trusted by global leaders and recognized for innovative technologies.

Pattern background

Trusted by global leaders and recognized for innovative technologies.

Pattern background

Trusted by global leaders and recognized for innovative technologies.

Days → Minutes

Reporting time reduction

0

Hallucinations

Any



Standard, Dataset, and Jurisdiction

Days → Minutes

Reporting time reduction

0

Hallucinations

Any



Standard, Dataset, and Jurisdiction

Days → Minutes

Reporting time reduction

0

Hallucinations

Any



Standard, Dataset, and Jurisdiction
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Pattern background
Pattern background
THE PROBLEM
THE PROBLEM

Your experts are drowning in process.

In regulated industries, reporting – financial, ESG, and many more varieties –consumes vast amounts of expert time. In insurance alone, a single regulatory report can take days of actuarial work.

Yet the result only explains what happened, not why.

Generic AI promises automation but introduces hallucination risk.

As a result, the most valuable insights in your reporting data remain hidden — not because they don't exist, but because no one had the time or tools to surface them.

Time Trap

Experts spend the majority of reporting season on mechanical data work — not the analysis they were trained for.

Insights Gap

Regulators ask follow-up questions. Boards want to understand the drivers. These answers take weeks to surface — if they surface at all.

Hallucination Risk

Standard LLMs don't know what they don't know. In regulated reporting, a confident wrong answer is worse than no answer at all.

Fragmentation Problem

Every jurisdiction, every standard, every dataset is slightly different. Existing tools are built for one format only.

OUR APPROACH
OUR APPROACH

Intelligence. Not just automation.

Causal AI & Full Auditability

We use causal inference — the same methods used at particle colliders — not statistical pattern-matching. Every calculation is logged, traceable, and auditable. The system checks itself before you ever see a number.

We use causal inference — the same methods used at particle colliders — not statistical pattern-matching. Every calculation is logged, traceable, and auditable. The system checks itself before you ever see a number.

Custom Data Agents, Built to Scale

We deploy bespoke agentic infrastructure trained on your data and reporting requirements. And every pilot we run makes the next one faster — our agents accumulate cross-domain knowledge that compounds over time.

We deploy bespoke agentic infrastructure trained on your data and reporting requirements. And every pilot we run makes the next one faster — our agents accumulate cross-domain knowledge that compounds over time.

C-Level Strategic Insights

Here's what surprised even us: when you combine causal AI with automated reporting, you get something new — board-ready intelligence. Not just what happened, but why, and what it means for next quarter.

Here's what surprised even us: when you combine causal AI with automated reporting, you get something new — board-ready intelligence. Not just what happened, but why, and what it means for next quarter.

Reporting runs itself.

Your people focus on what matters.

Wangari doesn't replace your experts — it removes the work that was never the best use of their time.

Book a Demo
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Reporting runs itself.
Your people focus on what matters.

Wangari doesn't replace your experts — it removes the work that was never the best use of their time.

Book a Demo
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Reporting runs itself.

Your people focus on what matters.

Wangari doesn't replace your experts — it removes the work that was never the best use of their time.

Book a Demo
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etio is your actuarial reporting copilot — the first in a suite of Wangari products built for complex reporting in regulated industries. It plugs into your existing systems, adapts to your standards, and delivers reports in minutes, not days. Already piloted at Zurich Insurance Group.

OUR FLAGSHIP PRODUCT

Meet etio.

97%

Reporting time saved

Any

Jurisdiction supported

0


Data leaves your system

Actuarial reporting, reimagined.

Already piloted at Zurich Insurance Group.

ETIO — OUR INSURANCE SOLUTION
ETIO — OUR INSURANCE SOLUTION

Select dataset → choose standard → generate

Three steps. No specialist at the desk. Your report is ready within minutes.

Strategic insight layer

Alongside your reports, etio surfaces causal drivers: not just what changed, but why — and what to do about it.

Full audit trail, every calculation.

Every number is traceable. Regulators, CFOs, and your own team can follow the logic end-to-end.

Multi-standard from day one

Switch between Solvency II, IFRS 17, HGB, and more without rebuilding your workflow.

WORK WITH US

Three ways to get started.

Pilot with us

Already dealing with a specific reporting burden? Let's run a focused pilot on your data, your standard, your infrastructure. We move fast and prove value in weeks, not quarters.

Already dealing with a specific reporting burden? Let's run a focused pilot on your data, your standard, your infrastructure. We move fast and prove value in weeks, not quarters.

Start a plot conversation →

Partner with us

Are you a consulting firm, systems integrator, or software provider working in regulated industries? We're building a partner network to bring Wangari's capabilities to your clients.

Are you a consulting firm, systems integrator, or software provider working in regulated industries? We're building a partner network to bring Wangari's capabilities to your clients.

Explore a partnership →

Build with us

We're extending our agentic and causal AI infrastructure beyond insurance — into pensions, banking, ESG, and beyond. If you're working on a hard reporting problem, we want to hear it.

We're extending our agentic and causal AI infrastructure beyond insurance — into pensions, banking, ESG, and beyond. If you're working on a hard reporting problem, we want to hear it.

Tell us about your problem →

GDPR
compliant

No data
duplication

Your data never
leaves your system

EU AI Act
compliant

No model
training

GDPR
compliant

No data
duplication

Your data never
leaves your system

EU AI Act
compliant

No model
training

GDPR
compliant

No data
duplication

Your data never
leaves your system

EU AI Act
compliant

No model
training

Can’t find what you’re looking for? Drop us a line: contact@wangari.global.

Frequently asked questions.

What does Wangari do?

Wangari is a data analytics company that helps businesses automate their reporting and generate strategic insights from it. Create any report, hallucination-free and spending minutes instead of days. Plus board-level strategic insights that you can trust.

Which industries is this for?

We've already piloted our approach in the insurance industry. Because of our data- and standard-agnostic stance, we can work in any industry that does reporting.

What if my data is a mess?

Not a problem. We work with the data you have — our agents do the cleaning up. No data duplication or pipelining required. And if you have sensitive data, it will stay on your servers at all times —we won't even see it.

How is causation different from correlation?

Correlation tells you that things move together. Causation tells you why they move together – or why not! And we don't just tell you why, we also always provide confidence metrics, so you know what you can trust and what remains to be explored.

Can't I use ChatGPT for this?

LLMs like ChatGPT can do many useful things, but they: - Can't be trusted with sensitive data through a browser interface, - Don't remember important details, - Struggle to learn complex reporting structures, - Do not guarantee traceable output with scientific rigor, - And hallucinate if left unchecked.

Can’t find what you’re looking for? Drop us a line: contact@wangari.global.

FAQs.

What does Wangari do?

Wangari is a data analytics company that helps businesses automate their reporting and generate strategic insights from it. Create any report, hallucination-free and spending minutes instead of days. Plus board-level strategic insights that you can trust.

Which industries is this for?

We've already piloted our approach in the insurance industry. Because of our data- and standard-agnostic stance, we can work in any industry that does reporting.

What if my data is a mess?

Not a problem. We work with the data you have — our agents do the cleaning up. No data duplication or pipelining required. And if you have sensitive data, it will stay on your servers at all times —we won't even see it.

How is causation different from correlation?

Correlation tells you that things move together. Causation tells you why they move together – or why not! And we don't just tell you why, we also always provide confidence metrics, so you know what you can trust and what remains to be explored.

Can't I use ChatGPT for this?

LLMs like ChatGPT can do many useful things, but they: - Can't be trusted with sensitive data through a browser interface, - Don't remember important details, - Struggle to learn complex reporting structures, - Do not guarantee traceable output with scientific rigor, - And hallucinate if left unchecked.

Can’t find what you’re looking for? Drop us a line: contact@wangari.global.

Frequently asked questions.

What does Wangari do?

Wangari is a data analytics company that helps businesses automate their reporting and generate strategic insights from it. Create any report, hallucination-free and spending minutes instead of days. Plus board-level strategic insights that you can trust.

Which industries is this for?

We've already piloted our approach in the insurance industry. Because of our data- and standard-agnostic stance, we can work in any industry that does reporting.

What if my data is a mess?

Not a problem. We work with the data you have — our agents do the cleaning up. No data duplication or pipelining required. And if you have sensitive data, it will stay on your servers at all times —we won't even see it.

How is causation different from correlation?

Correlation tells you that things move together. Causation tells you why they move together – or why not! And we don't just tell you why, we also always provide confidence metrics, so you know what you can trust and what remains to be explored.

Can't I use ChatGPT for this?

LLMs like ChatGPT can do many useful things, but they: - Can't be trusted with sensitive data through a browser interface, - Don't remember important details, - Struggle to learn complex reporting structures, - Do not guarantee traceable output with scientific rigor, - And hallucinate if left unchecked.

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WORK WITH US

Let's talk about

your reporting.

Tell us about the reporting challenge your team is facing. We'll come back with a concrete view on how Wangari can help.

  • We respond within two business days

  • You'll speak directly with our technical founders

  • Pilots can launch in weeks — not months

  • Your data never leaves your environment

  • Already piloted at Zurich Insurance Group

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WORK WITH US

Let's talk about your reporting.

Tell us about the reporting challenge your team is facing. We'll come back with a concrete view on how Wangari can help.

  • We respond within two business days

  • You'll speak directly with our technical founders

  • Pilots can launch in weeks — not months

  • Your data never leaves your environment

  • Already piloted at Zurich Insurance Group

Pattern background
WORK WITH US

Let's talk about your reporting.

Tell us about the reporting challenge your team is facing. We'll come back with a concrete view on how Wangari can help.

  • We respond within two business days

  • You'll speak directly with our technical founders

  • Pilots can launch in weeks — not months

  • Your data never leaves your environment

  • Already piloted at Zurich Insurance Group