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18 February 2026
The Climate Risk Dashboard

The Climate Risk Dashboard

Moving from contract redlines to climate risk architecture: A deterministic climate-audit engine.

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About the Project

In 2017, building a legaltech prototype like this meant months of translation between lawyers and engineers. In 2026, it took a Friday.

The problem is that legacy contract structures hide significant climate risks that are rapidly becoming financial and legal liabilities. This prototype explores a "Modular Intelligence" approach to solving that.

We anchored the AI to a deterministic library of The Chancery Lane Project content. This ensures the reasoning is always grounded in established legal frameworks, not just generative plausibility. We show the full architecture we are aiming for, moving from the immediate operational rationale to financial modelling and boardroom governance duties.

The biggest takeaway so far? Legal reasoning becomes testable while you are forming it. Prototyping is no longer just about the output, it's part of the judgment process!

Practice Areas

Key Features

  • Deterministic Guardrails: The AI performs a semantic audit, cross-referencing contract language against a vetted library of TCLP climate clauses to prevent hallucinations.
  • Actionable Rationale & CPD: It moves beyond identifying risks to providing the exact negotiating strategy and linking directly to accredited training pathways for the lawyer.
  • Modular Architecture: The design connects operational drafting directly to executive-level metrics, such as financial risk modelling (using UK ETS pricing) and director duties.

Help Needed

We are currently brainstorming in the modeling phase for the "Financial" module shown in the sneak-peek tabs. I’m interested in feedback from GCs, finance people or legal engineers on the best way to calculate such risk and possible monetary liability.

About the Creator

GM
Guillermo Miranda Garcia
Senior Associate at The Chancery Lane Project

I’m a lawyer who loves building things. From co-founding AML and KYC startups in 2017 to 'vibecoding' climate risk prototypes in 2026, I’ve seen the barrier between legal logic and functional software completely dissolve. I am currently mindblown by how we can use AI to make legal reasoning testable and transparent.

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