Climate resilience, AI-enabled

Climate resilience, built with frontier AI and senior experts.

We help mid-to-large companies understand and act on upstream climate exposure, Scope 3 leverage, regulatory pressure and disclosure risk — at a cost and speed traditional consulting cannot match.

Most companies still attack these as four disconnected pieces. We treat them as one.

For sustainability leads, CFOs and COOs at mid-to-large corporates carrying climate exposure their function is under-resourced to assess.

European and US rooted expertise, applied globally.

The model

Resilience work fails on cost and depth. This removes both constraints, the machine does the volume, the experts do the judgement.

Frontier AI

Models that read a fragmented supplier estate, geospatial and hazard data, a decade of disclosures and a shifting rulebook in days, work that used to take a team a quarter.

Senior experts

Climate and nature impact measurement, natural-capital dependencies, supply chain operations, disclosure and the investor view — the disciplines climate resilience actually depends on. People who have run the work, not analysts learning on your budget.

Low cost

No pyramid, no standing bench, no six-month discovery. You pay for the expertise the question needs, for as long as it needs it.

Four facets of one problem
The people

Michael Beutler

Climate strategy, carbon reporting & decarbonisation

Fifteen years building the systems companies use to measure, report and reduce climate impact. Former CSO of Moncler Group and the executive who led the first Group-wide Environmental Profit & Loss rollout at Kering (and its 2015 open-sourcing). Former CEO of Pebble.ai.

Panu Kärävä

Data, energy & circularity

Two decades at the intersection of sustainability, energy and industrial data: nearly eight years at Siemens, then senior sustainability consulting at AWS on carbon accounting, ESG reporting, traceability and IoT energy optimisation. Now a Partner at E2 Management Consulting in Zürich, and active as a founder and advisor in utility-scale battery storage, circularity and risk analytics.

Neil Brown

Capital markets & investor view

More than twenty years in sustainable investment, most recently Head of Equities at GIB Asset Management. Former Liontrust partner and SRI fund manager; UN PRI listed equity steering committee member. Brings the allocator's perspective on how disclosure and transition plans actually land with investors.

Kyle Cheng

Frontier AI engineering & agentic systems

Leads the build-out of a production AI-agent platform at a financial-services firm. Former Member of Technical Staff at Anthropic; built Amazon CodeWhisperer’s Chat integration for JetBrains and an Oracle platform used by 60,000+ employees. Makes frontier AI trustworthy on messy enterprise data.

The full expert network
How to engage

Start with your exposure, not a data room or a procurement cycle.

Describe the question. You'll see the method on public, synthetic, or aggregate inputs first, and decide from there whether and where to run it on real data.