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Citation-grounded knowledge retrieval and drafting for fee-earners, advisors and underwriters.
Aria is a knowledge retrieval and drafting assistant. A fee-earner types a question — for example, what does SYSC 19F.2 require on remuneration disclosures for an MGA — and Aria searches the firm's indexed corpus (precedents, regulatory guidance, past advice), retrieves the relevant passages, and drafts a structured answer that cites every fact to its source. If it cannot find a source, it says so rather than making something up.
A fee-earner, advisor or underwriter submits a question in plain English through the Aria interface.
2
Corpus search
Aria searches the firm's indexed document corpus using hybrid dense and sparse retrieval. It does not search the internet or generate from general knowledge.
3
Draft assembled
Aria assembles a structured answer. Every factual claim is cited to a source document and page reference.
4
Review sections generated
The output includes partner-review markers (items requiring senior sign-off), confidence flags per claim, and a missing-information section listing what could not be found.
Example queries
Example query“Draft a sellers'-side limitation of liability schedule for a UK private share sale, no W&I in place.”
Example query“Summarise FCA Consumer Duty fair-value outcome obligations for a retail GI product.”
Example query“What does SYSC 19F.2 require on remuneration disclosures for an MGA?”
System integrations
Aria connects to your document management system (iManage, NetDocuments, SharePoint) and any document store accessible via REST API or CMIS. Indexing runs on deploy and updates as your corpus changes.
Integration roadmap — speak to us about your target system.