Although a number of legal tech companies use LLM consensus and multiple model strategies already, Pilot5 and its new adversarial Legal AI product specifically taps five frontier models with ‘one assigned to attack the emerging consensus and the lawyer receives a single recommendation’ to their query.

Moreover, the system also retains on record the strongest counterargument to any result.

Pilot5 builds a structured understanding of the matter:

the relevant jurisdiction and legal context, deadlines and constraints,

the facts or assumptions that could materially change the analysis.

That context becomes the brief given to the panel of LLMs.

Then, five AI models analyze the matter separately from different angles.

One, the Contrarian, is assigned to attack the emerging consensus and to bring the authority that cuts against it.

The lawyer can read each model’s first-round analysis as it lands, before the models have seen one another’s work.

The models then critique each other’s analysis without knowing who wrote it, revise their positions under challenge.

Finally it produces a final synthesis with one recommendation, the sources behind it, and the strongest counterargument preserved on the record.

They noted that a complex ‘deliberation’ typically costs about $7 and takes about fifteen minutes. But, there are also some more quick and economical options, such as:…

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