Cape Town-based environmental risk intelligence company Insight Terra is using satellite imagery, connected sensor networks and AI-assisted analysis to help investors and operators assess real-world risk in environments where reliable data is often limited. 

Founded in 2021, Insight Terra is an industrial AI and environmental risk intelligence company which at its core does one thing that everything else depends on – it turns raw field data into AI-ready data. 

“Our users are the engineers, data scientists and analysts responsible for high-consequence assets like tailings storage facilities, mine water systems and critical infrastructure, where a failure costs lives, not just lost production,” Insight Terra Co-founder and CEO Alastair Bovim told Disrupt Africa.

The hardest problem in any industrial AI system is not the model, it is the data, he said. 

“Ours arrives raw and messy, from many different sources and in huge volume, often millions of data points an hour from sensors, satellites and operational systems. The platform cleans it, contextualises it, aligns it in time and governs it, with the provenance to show where every number came from,” said Bovim. 

“That is what AI-ready data means in practice, and it is the foundation any serious AI or machine-learning model has to run on. On top of that layer we monitor for the failure modes that matter and turn the flow into event-based intelligence the operator can use – real-time situational awareness, and a clear read on what is happening, what it means, and what needs attention while there is still time to act. The aim is to help people get ahead of risk, not to hand them another dashboard.”

The part that sets Insight Terra apart is the hypothesis engine. 

“Every one of these assets is built on an engineering view of how it should behave when it is healthy. We let the operator’s own engineers and data scientists bring that view, their hypothesis, and we encode it and run it continuously against the live data,” said Bovim. 

“That moves a client off periodic reporting and one-off models and onto a living twin of the asset. It keeps testing itself against reality, rather than sitting on a shelf as a study that was only true on the day it was signed. When the real behaviour starts to drift from what the engineering expects, we flag it early. We do that in a way that is forensic-grade and tamper-evident, so the finding holds up later in front of a regulator, an insurer or a board.” 

An engineer’s model might say a facility is stable, Bovim said, adding that Insight Terra was built for the moment the ground starts to say something different. 

“In our work the hard question is rarely whether you have the data. It is whether you can trust it, act on it in time, and stand behind the decision afterwards,” he said.

The startup launched in 2021 backed with US$5.45 million in Series A funding led by Atlantic Bridge. It later raised a US$3 million Series A extension to scale the platform, in doing so acquiring Civic Connect, which gave it a platform already running 511.org for the San Francisco Bay Area and a real track record at public-infrastructure scale. 

Insight Terra also secured a European Space Agency government IoT project, delivered with Inmarsat, that monitored Kielder Water, the UK’s largest reservoir by capacity. Generally, Bovim said uptake has been “the right kind of strong”. 

“We have been adopted by leading major mining companies and the consulting engineering firms who advise them, and we go to market through a strong value-added reseller network across Africa and Latin America, with a pipeline of major miners behind it,” he said. 

“For a deep-tech company, though, the signal that matters most is technical validation, and ours has come from hard places: a platform proven at public-infrastructure scale, validated in the field, and put through an independent technical audit by AWS to earn the Energy and Utilities Competency. What matters to me is not how many names we can list. It is whether a client moves from running a pilot to depending on us day to day. That shift is what tells you the product is doing real work.”

The startup is now working across three regions – Southern Africa, with activity in South Africa, Angola, Zimbabwe, Mozambique, DRC and Zambia; Latin America, served through a value-added reseller network; and Europe, the Middle East and Australia. It is active in the mining tailings, mine water management and the wider water infrastructure space. 

“The expansion follows the risk. Underground mine flooding and mud-rush prevention is an active new line for us. The water sector beyond mining is opening up, including work towards the critical water infrastructure. And there is a real opportunity in turning continuous monitoring into underwriting infrastructure, so insurers and financiers can price these assets on evidence instead of assumption,” Bovim said.

Insight Terra makes money through recurring platform and monitoring contracts, not one-off projects. 

“Clients subscribe to continuous assurance on their assets, so the relationship and the revenue build up over time. These are typically multi-year monitoring engagements rather than single reports, which is what makes the revenue compound,” said Bovim.

“On the numbers, we are revenue-generating, with six-figure annual recurring revenue and multi-year contracts with major firms. We are putting that back into global expansion, growing the range of use cases, and developing the platform further.”