Matter Intelligence
Every matter,its own intelligence.
Pivot gives every legal matter a system of its own. It holds the evidence, remembers the reasoning, and does the work alongside your team.
Problem
AI guesses.Legal matters
need proof.
A legal matter is years of evidence and two (or more) sides telling different stories. Generic AI isn't fit for purpose. It fills gaps with confident guesses and can't hold multiple accounts of the truth. On high-stakes work, that isn't good enough.
Law is one of the high-stakes industries now being rewired by AI. The opportunity isn't another chat window. It's the layer between lawyers and the systems they already use, where most of their time is spent.
Thesis
The matter is the computer.
Every matter needs a system of its own, because every matter builds its own intelligence: what each side claims, what the evidence shows, and where they disagree. Our Polyphonic Assertion Ontology™ keeps every account separate and tied to its proof, so nothing is flattened or lost.
That intelligence lives in the matter's own graph, where every document, party and claim is connected. It grows with each new piece of evidence, keeps a record of how every conclusion was reached, and never starts again.
How it works
Three steps to a tested record.
Step 1
Build the record
Pivot pulls out every fact and figure, and notes who said it, when, and where.
Step 2
Check for gaps
Pivot shows what's missing. Each gap becomes a request in one click.
Step 3
Compare both sides
Each side's account stays separate, then sits side by side, so the differences show themselves.
Powered by the Polyphonic Assertion Ontology™
Every claim in the matter is kept separate, linked to its proof, and given one of four states:
01
Corroborated
the evidence supports it.
02
Uncorroborated
nothing supports it yet.
03
Contradicted
the evidence says otherwise.
04
Unasserted
it's required, but no one has said anything.
Payoff
Starting with what doesn't add up.
Pivot does the analysis. The judgement stays yours.
Our first matters are family law financial cases. Pivot checks every figure against the evidence and flags what doesn't match, like Form E saying £4,000 when the bank statements say £9,000.
Security
Every matter is sealed.
Each matter has its own graph, and each firm's matters are kept apart. Nothing moves between cases, and nothing is used to train AI.
Cost
Frontier-model results, at a fraction of the cost.
And further than general AI on complex matters.
General AI re-reads the whole bundle every time you ask a question, and you pay for every word it reads. Pivot's matter already knows what it holds, so the model only sees what it needs. That cuts retrieval costs by 20 to 40 times.
Because the intelligence lives in the matter, not the model, smaller and open models can do work that once needed the most expensive ones, and the leading models go further still.
COLLABORATING WITH INDUSTRY LEADERS
Backed by
Testimonials
The verdict so far
"Pivot has the potential to transform family law. It tackles what we affectionately call the 'plastic bagger' — the client arriving with receipts and bank statements in shopping bags. The bag has gone digital, but the challenge is the same. Pivot frees legal teams from hours of administrative sifting. "
Joanne Wescott
Managing Partner, Osbornes Law
"Pivot is exactly what the legal industry has been looking for!"
Hannah Markham KC
Head of Family, 36 Group
"Everything in this space is still done manually — it's a giant opportunity, and I love the traction the Pivot team has already made."
Will Shu
Founder and ex-CEO, Deliveroo
Blog
Notes on financial disclosure and family law practice.

30 Sept 2026
Pivot x SurrealDB: why we made the assertion the unit of analysis
How Pivot built its assertion graph for financial disclosure on SurrealDB, and why holding the graph, the vectors and per-matter access in one store cut retrieval cost 20 to 40 times.
Read
15 Sept 2026
The control plane is fractal
The agent economy will not have one agent above every app. It will have nested control planes, and Pivot is both a destination and an orchestrator.
Read
12 Sept 2026
Powered by the Polyphonic Assertion Ontology™
Two Forms E arrive describing the same marriage, and they disagree. That conflict is not a defect in the material. It is the material. Here is how we model it.
ReadFAQ
Questions, answered.
See Pivot on a real matter.
Request access to our matter intelligence platform.









