Entropy Partners started as a simple conversation about renting a house. It turned into a focused attempt to fix the one thing that quietly breaks most legal AI systems: the data they learn from.
Most models are trained on case law archives and static statutes. Good for research, bad for live conversations. We work with practicing lawyers to create data that reflects real client questions, real edge cases, and the mistakes that should never make it into production. We do not just teach AI what is correct; we teach it what not to say.
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Most legal models don’t break in spectacular ways. They miss in the margins: fictional cases, jurisdiction drift, and answers that sound right until a lawyer reads the second sentence. That is what happens when the data was never built for live, conversational use.
We don’t scrape court databases and call it training data. We talk to practicing attorneys about the questions clients actually ask and the mistakes they see repeatedly in real matters.
For every correct answer, we include carefully crafted wrong answers: the plausible hallucinations your model is likely to produce. This narrows the search space and cuts down confident-but-wrong outputs.
Need a specific jurisdiction, practice area, or language pair? We build with your lawyers and validate to your standards instead of forcing you into a generic off-the-shelf dataset.
Milestone-based delivery. Initial 15-20% deposit. Each acceptance unlocks the next deliverable.
{"id":"uae-tax-000123",
"jurisdiction":"UAE",
"practice_area":"Tax",
"question":"A VAT-registered company receives an advance payment for a future supply. When is the output VAT due?",
"answer":"Under UAE VAT law, tax becomes due at the earlier of invoice issuance, receipt of payment, or supply date. Here, VAT is due upon receipt of the advance.",
"irac":{"issue":"VAT timing on advance","rule":"Tax due at earlier of invoice/payment/supply","application":"Payment received before invoice/supply -> VAT due now","conclusion":"Output VAT due upon advance"},
"citations":["UAE VAT Decree-Law No. 8 of 2017, Art. X"],
"labels":{"correct":true,"difficulty":"medium"},
"metadata":{"variant":"base","dataset_split":"train"}}
Start where you are. If you need a fast way to de-risk an experiment, we have standard datasets. If you have a very specific problem, we build bespoke. If you want your models to stay current, we maintain and extend what you already have.
You want a fast, clean way to test or improve a model in a known jurisdiction or practice area.
You have a specific jurisdiction, workflow, or multilingual problem that off-the-shelf data cannot cover.
You run a live product and need the law, the data, and your models to stay aligned over time.