Find the few assumptions behind hundreds of pages of disagreement.
Compare source data, methodology and assumptions to isolate what actually separates competing expert conclusions.
This page includes an illustrative scenario drawn from the type of fact pattern this dispute category commonly involves.
The problem
Expert reports can run to hundreds of pages with small but consequential differences in methodology, data selection or assumptions driving large differences in conclusions.
The longer a dispute of this kind remains unresolved, the more the factual record expands and the harder it becomes to separate material issues from peripheral ones. Professional costs increase not because the underlying questions are inherently complex, but because the process for answering them is.
Why conventional resolution becomes expensive
Competing expert reports can run to hundreds of pages each, with the actual points of disagreement buried in assumptions, data selection choices and methodological decisions.
Instructing a responding expert to address another expert's report is expensive and often produces a second report of similar length, making it harder rather than easier to identify the real disagreements.
Decision-makers must wade through extensive technical material to find the few assumptions that actually drive the different conclusions.
How Judicium Resolution approaches this
Compare source data, methodology and assumptions to isolate what actually separates competing expert conclusions.
Rather than allowing each party to construct its own narrative and then requiring the other to respond, Judicium conducts an independent investigation of the documentary record. Specialized agents examine evidence from different angles (financial, chronological, evidentiary) and test each party’s claims against the available documentation.
The result is a structured factual record that separates what is established from what remains genuinely in dispute. Human attention is directed to the questions that actually require judgment, rather than spread across the entire evidentiary record.
Specialized agents
The following agents are involved in investigating expert evidence. Each examines the evidence from a distinct perspective, and their findings are cross-referenced to produce a coherent factual record.
Contradiction Agent
Tests allegations and provisional conclusions against contrary evidence.
Financial Agent
Examines transactions, invoices, accounting entries and economic relationships.
Expert Evidence Agent
Compares methodologies, assumptions and source data.
Illustrative investigation
Lavoie Distribution v. Gagnon Freight
* All party names are fictitious. This scenario is not based on a real case.
Initial allegation
Gagnon Freight argues that Lavoie Distribution's damages expert overestimates lost profits by $2.1 million.
Evidence 1
Lavoie's expert uses a 12% annual growth rate based on two pre-dispute quarters
Evidence 2
Gagnon's expert uses a 3% rate based on five-year industry averages
Evidence 3
Both experts rely on the same revenue data but apply different seasonal adjustments
Evidence 4
Lavoie's expert excludes a major client loss that predates the dispute by three months
Unresolved question
Is the excluded client loss related to the disputed conduct or independent of it?
Unresolved question
Which growth rate baseline is better supported by the historical data?
Outcome
The divergence is traced to two specific assumptions: the growth rate and the client exclusion. The remaining methodology is largely aligned.
When human judgment is required
Material questions in any dispute may require human judgment. The system identifies these questions and escalates them with the relevant evidence assembled.
- Legal interpretation: questions that depend on the meaning of contractual or statutory provisions
- Credibility assessment: where conflicting accounts cannot be resolved by documentary evidence alone
- Proportionality and fairness: determinations that involve weighing competing interests
Example escalation
The system has organized the evidence and identified the unresolved factual and legal questions. Issues requiring human judgment are escalated with the complete supporting record, so the decision-maker can focus on the questions that actually require human expertise.
Discuss your use case
If you are dealing with a dispute that shares characteristics with expert evidence, we are happy to discuss whether Judicium Resolution could help reduce cost and time to resolution.