Complete
Carry a document-heavy assignment through many steps to a finished deliverable without relying on an ever-growing chat transcript.
Legal AI
Private Associate
A persistent legal AI system that carries a matter from source files to finished work. It maintains the matter state, improves completed drafts, applies your firm's standards and preserves an auditable record across the models and tools your firm approves.
Start with one workflow using public or synthetic data. No production integration or confidential client data required.
How it works
One matter. Five modes of work.
Improve
Independently review completed work, identify valid omissions and make bounded repairs without access to an answer key.
Conform
Check the work against your firm’s required sections, issue checks, citation rules, risk treatment and approval conditions.
Escalate
When a matter warrants broader intelligence, bring in independent reviewers while preserving the strongest existing work.
Retain
Turn approved corrections into candidate reusable skills, then test them before anything becomes part of the firm’s lasting capability.
Matter workspace
The work stays attached to the matter.
Sources, issues, decisions, standards, work products, open tasks and review history persist outside any single model conversation. A lawyer can interrupt the work, revise it, change models and resume without reconstructing the matter from a transcript.
Finish the assignment
Carry every required deliverable to completion and verify what remains open.
A development task, visualised from the run log.
Review against your firm's standards
Identify what is missing, quote the supporting source and propose a bounded correction.
Product footage.
Keep the matter together
Instructions, sources, standards and saved versions remain connected. Every accepted change creates a recoverable version.
Product footage.The first engagement
One workflow. No client data. A controlled comparison.
Choose one recurring, document-heavy workflow. Your lawyers define the assignment and reusable professional standard before the matter is opened. We run the same public or synthetic source packet through the firm's ordinary AI process and Rekursor, then your lawyers evaluate the resulting artifacts blind.
Choose a recurring workflow
Start with work that has clear deliverables and a meaningful standard for quality.
Freeze the assignment and standard
Define good work before the final source packet is selected or opened.
Run both approaches
Use the same source materials and compare Rekursor with the firm's ordinary AI process.
Evaluate the artifacts blind
Let practicing lawyers judge the work without knowing which system produced it.
What we measure
Deliverables completed, factual and citation accuracy, requirements satisfied, valid issues added, correct material lost, lawyer correction time, turnaround and cost.
Deployment
Start outside production.
The first pilot uses public or synthetic materials and requires no production integration. If the result justifies a second step, deployment can progress through de-identified evaluation, a limited real-work pilot and then an approved practice-group environment.
Locally deployable
Use locally deployed models when the workflow requires them.
No silent cloud fallback
Nothing is quietly sent to an unapproved model or environment.
Firm-controlled capability
Standards, evaluation history and approved skills remain under the firm's control.
Human approval and recovery
Accepted changes create new versions, and the original work remains recoverable.