OUR PRODUCTS

Three products. One architecture.

Three products.
One architecture.

Three products. One architecture.

No hallucinations.

No hallucinations.

Wangari builds causal AI for regulated industries — tools that don't just predict, but explain. Whether you need to automate reporting, allocate capital more sustainably, or understand the forces shaping your market, our products are built on the same deterministic-first foundation.

Wangari builds causal AI for regulated industries — tools that don't just predict, but explain. Whether you need to automate reporting, allocate capital more sustainably, or understand the forces shaping your market, our products are built on the same deterministic-first foundation.

Don't see your use case? In certain cases, we build bespoke solutions and integrate with your existing systems.

Don't see your use case? In certain cases, we build bespoke solutions and integrate with your existing systems.

OUR FLAGSHIP PRODUCT

Actuarial reporting, down to minutes.

etio

The first causal AI copilot built for actuarial teams. etio plugs into your existing systems, adapts to your standards, and delivers compliant reports in minutes — not days.

OUR FLAGSHIP PRODUCT

Actuarial reporting, down to minutes.

etio

The first causal AI copilot built for actuarial teams. etio plugs into your existing systems, adapts to your standards, and delivers compliant reports in minutes — not days.

OUR FLAGSHIP PRODUCT

Actuarial reporting, down to minutes.

etio

The first causal AI copilot built for actuarial teams. etio plugs into your existing systems, adapts to your standards, and delivers compliant reports in minutes — not days.

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

SUSTAINABLE FINANCE

Causal drivers behind sustainable capital allocation.

CAP-VERT

CAP-VERT surfaces the causal relationships between financial performance and sustainable impact — helping investors and institutions make decisions that are both profitable and responsible.

SUSTAINABLE FINANCE

Causal drivers behind sustainable capital allocation.

CAP-VERT

CAP-VERT surfaces the causal relationships between financial performance and sustainable impact — helping investors and institutions make decisions that are both profitable and responsible.

SUSTAINABLE FINANCE

Causal drivers behind sustainable capital allocation.

CAP-VERT

CAP-VERT surfaces the causal relationships between financial performance and sustainable impact — helping investors and institutions make decisions that are both profitable and responsible.

CAUSAL DRIVERS

Discover non-obvious relationships between ESG factors and financial returns — not just correlations, but verified causal links.

OPERATIONAL
DECISIONS

Move from insight to action: identify which interventions actually move the needle on sustainability metrics.

EMPOWER
INVESTORS

Give portfolio managers and ESG analysts a rigorous, explainable basis for capital allocation decisions.

Receiving development mentorship from

(Horizon Europe-backed)

Receiving development mentorship from

(Horizon Europe-backed)

Receiving development mentorship from

(Horizon Europe-backed)

Discussions with a major European bank

Discussions with a major European bank

PREDICTIVE ANALYTICS

Forecaus

Most forecasting tools tell you what will happen. forecaus tells you why — and why not. Built on public data signals and causal inference, it gives organisations a deeper understanding of the environment they operate in.

PREDICTIVE ANALYTICS

Forecaus

Most forecasting tools tell you what will happen. forecaus tells you why — and why not. Built on public data signals and causal inference, it gives organisations a deeper understanding of the environment they operate in.

PREDICTIVE ANALYTICS

Forecaus

Most forecasting tools tell you what will happen. forecaus tells you why — and why not. Built on public data signals and causal inference, it gives organisations a deeper understanding of the environment they operate in.

Predict, but better.

Go beyond statistical extrapolation — Forecaus integrates causal structure to produce forecasts that hold up when the world changes.

Not what, but why.

Understand not just the trajectory of key indicators, but the causal forces driving them — and where interventions are possible.

Know your
environment.

Synthesise signals from public data sources — economic, environmental, regulatory — into a coherent causal picture of your operating context.

Concept submitted for funding to

(Horizon Europe-backed)

Concept submitted for funding to

(Horizon Europe-backed)

UNDER THE HOOD
UNDER THE HOOD

Built differently, by design.

All three products share the same technical foundation — a set of architectural choices that make Wangari's outputs trustworthy in regulated, high-stakes environments.

Causal Inference

We model cause and effect, not just statistical association. This means our insights hold up under intervention — and can be audited.

Big Data & Machine Learning

We combine large-scale data processing with modern ML to surface patterns at scale — then validate them causally before surfacing them to users.

Compliance-Ready by Design

Data never leaves your system. Outputs are fully explainable and traceable. Built for the regulatory requirements of insurance, banking, and investment management.

Deterministic-First Agentic Architecture

Our AI agents produce the same output for the same input, every time. No probabilistic drift, no hallucinations — critical for compliance and audit trails.

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.

Pattern background
WORK WITH US

Let's talk about

your data.

Tell us what you're trying to understand — whether it's reporting, capital allocation, or market forecasting. We'll come back with a 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 data.

Tell us what you're trying to understand — whether it's reporting, capital allocation, or market forecasting. We'll come back with a 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 data.

Tell us what you're trying to understand — whether it's reporting, capital allocation, or market forecasting. We'll come back with a 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