AGENTIC & CAUSAL AI • ZERO HALLUCINATIONS
Your experts shouldn't spend their week building a report.
Your experts shouldn't spend their week building a report.
They should spend it reading one.
They should spend it reading one.
Wangari cuts reporting and insight generation from days to minutes — with zero hallucinations and a full audit trail.
Wangari cuts reporting and insight generation from days to minutes — with zero hallucinations and a full audit trail.
Days → Minutes
Reporting time reduction
0
Hallucinations.
Every number auditable.
Any
Standard, Dataset, and Jurisdiction
Already piloted with
Days → Minutes
Reporting time reduction
0
Hallucinations.
Every number auditable.
Any
Standard, Dataset, and Jurisdiction
Already piloted with
Days → Minutes
Reporting time reduction
0
Hallucinations.
Every number auditable.
Any
Standard, Dataset, and Jurisdiction
Already piloted with
THE RESULTS
THE RESULTS
This is what your reporting looks like.
Time Reclaimed
3–4 days of expert work, done in minutes. Your teams stop assembling data and start interpreting it.
Strategic Clarity
Causal drivers surface automatically, not weeks later
Zero Hallucinations
Every number calculated deterministically and verified before a word is written
Any Standard, Any Jurisdiction
Switch between Solvency II, IFRS 17, HGB and more without rebuilding your workflow
Before Wangari
After Wangari
After Wangari
Reports generated in minutes
Deterministic calculations only
Zero hallucinations, by architecture
Results explain why (causal drivers)
Reporting surfaces strategic insight
Reports generated in minutes
Deterministic calculations only
Zero hallucinations, by architecture
Results explain why (causal drivers)
Reporting surfaces strategic insight
Experts spend 3–4 days on one report
Manual number assembly, error risk
Generic AI introduces hallucination risk
Results explain what happened
Reporting is a cost driver
Experts spend 3–4 days on one report
Numbers assembled manually
Generic AI introduces hallucination risk
Results explain what happened
Reporting is a cost driver
Experts spend 3–4 days on one report
Numbers assembled manually, risk of error
Generic AI introduces hallucination risk
Results explain what happened
Reporting is a cost driver
Reports generated in minutes
Every figure deterministically calculated
Zero hallucinations, by architecture
Results explain why, with causal drivers
Reporting surfaces strategic insight
What becomes possible when reporting runs itself.
What becomes possible when reporting runs itself.
When your analysts stop assembling data, they can start asking better questions. Wangari's causal infrastructure is built to answer them.
Most reporting tools explain what changed. Because Wangari is built on causal inference from the ground up, it's designed to surface why — identifying the true structural drivers behind loss ratios, reserve movements, or ESG indicators. The kind of insight that belongs in a board deck, not buried in an appendix.
We're developing this capability with our pilot partners. If you have a specific strategic question your current reporting can't answer — bring it to the demo.
When your analysts stop assembling data, they can start asking better questions. Wangari's causal infrastructure is built to answer them.
Most reporting tools explain what changed. Because Wangari is built on causal inference from the ground up, it's designed to surface why — identifying the true structural drivers behind loss ratios, reserve movements, or ESG indicators. The kind of insight that belongs in a board deck, not buried in an appendix.
We're developing this capability with our pilot partners. If you have a specific strategic question your current reporting can't answer — bring it to the demo.
Already piloted with
Already piloted with
Already piloted with
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.
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.
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
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
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