Riskoli helps law firms and professional services organisations evaluate professional negligence claims with greater clarity — combining legal expertise, probabilistic modelling, and structured data to replace instinct with evidence.
Law firms and professional services organisations face mounting pressure to manage liability risk with greater precision. Yet most rely on approaches that are inconsistent, reactive, and difficult to defend.
Risk assessments for professional negligence claims are often based on individual judgment, inconsistent frameworks, and fragmented advice — with no structured methodology to support early-stage decisions.
Critical data — claim histories, precedents, financial exposures — sits across multiple systems and advisors. Teams lack a unified view to make confident, defensible decisions.
Without probabilistic modelling, organisations routinely misjudge the financial exposure of claims. The result is inadequate reserves, poor settlement decisions, and reputational risk.

Riskoli combines legal expertise, technology, and probabilistic modelling to give risk and legal teams a structured, data-driven approach to professional negligence assessment. Move beyond fragmented advice and make better-informed decisions at the earliest possible stage.
A four-stage process that transforms raw claim information into structured, defensible risk intelligence.
Input the key facts of a professional negligence claim through a structured intake framework. Riskoli prompts for the information that matters most — duty, breach, causation, and loss — ensuring nothing is overlooked.
Our engine analyses the claim across 40+ legal and factual risk factors, applying probabilistic weights derived from case law, claim histories, and expert legal input to produce a calibrated liability score.
Riskoli estimates the financial exposure range — from best to worst case — using a structured model that accounts for damages, costs, and settlement dynamics. Reserve recommendations are generated automatically.
Receive a clear, structured assessment report with a liability score, exposure range, key risk drivers, and recommended next steps. Outputs are designed to support board reporting, reserving, and external counsel briefings.
Reduction in time to first assessment
vs. traditional approach
Legal and factual risk factors analysed
per claim
Model confidence on calibrated claims
average
Of users report more consistent decisions
post-implementation
Riskoli helps litigation and risk teams at law firms assess the strength of professional negligence claims at the outset — enabling more consistent advice, better-calibrated reserves, and stronger client communication from day one.

Riskoli was founded on a simple conviction: that professional negligence risk is too important and too complex to be managed by instinct alone. By combining legal rigour, quantitative modelling, and structured process, we give organisations the tools to make better decisions — earlier, more consistently, and with greater confidence.
"Moving beyond instinct and fragmented advice — towards a structured, data-driven approach to one of the most complex areas of professional practice."
Built on deep professional negligence law knowledge. Our frameworks reflect the legal tests courts apply — not generic risk matrices.
We apply Bayesian and statistical methods to quantify uncertainty — giving you a calibrated probability range, not a binary yes/no.
Every assessment follows the same rigorous methodology, ensuring consistency across teams, offices, and time — and outputs that can be defended.
Request a demonstration and see how Riskoli transforms professional negligence risk assessment at your organisation.