How firms put Segmental to work.
Work we have done with fund administrators, a financial technology company, a law firm and a corporate finance team, described without client names. Each one runs on the same platform: the firm's own documents and data, a knowledge graph, and rules that apply the same way every time.
Expanding review coverage ninefold at a top U.S. fund administrator.
Fund administrator · Review at scale
The situation
One of the largest U.S. fund administrators runs operations across thousands of funds, each with its own documents, rules and exceptions. Resolving a single question used to mean weeks of email, calls and manual review.
What Segmental did
Segmental moved the firm's core review workflows onto a structured layer organized around each fund's documents, rules and precedents. Known patterns resolve deterministically. New cases go to a reviewer with the context already attached, and every resolved case becomes part of the system's memory.
Ten thousand document components, deduplicated and templatized.
Global financial technology company · Regulated documents
The situation
An S&P 500 financial technology company produces prospectuses and related regulated documents for many of the world's largest asset managers. Its library holds nearly ten thousand components. Onboarding a new client meant analysts rebuilding components from PDFs by hand, over several months, with duplication errors that were hard to spot.
What Segmental did
Segmental reads many documents at once, groups related content, shows word-level differences and recommends an action for each component. Analyst decisions feed back into the knowledge graph, so each new client is faster to onboard than the last.
Turning an AI mandate into live workflows across a fund administrator.
Fund administrator · Across functions
The situation
A fund administrator's leadership committed to becoming an AI-enabled firm. Getting there took more than a generic AI tool: the work spans fund accounting, tax preparation, financial statements and KYC, each with its own processes and edge cases.
What Segmental did
Segmental worked with each function's leaders to map how work actually moves through the firm, then built workflows on the firm's own documents, rules and business logic, across fund accounting, tax preparation, financial statements and KYC.
Mapping PPM changes to the LPA in minutes.
Investment funds law firm · Fund documents
The situation
Fund formation lawyers keep two long documents aligned: the private placement memorandum and the limited partnership agreement. Every change to one can require a change to the other, and attorneys traditionally traced those dependencies by hand.
What Segmental did
Segmental reads both documents together, finds dependent provisions, shows them side by side and suggests the matching update. Lawyers review and approve every change, and each confirmed mapping becomes precedent for the next fund.
Resolving most AP exceptions before they reach a person.
Global consumer products company · Accounts payable
The situation
A global company's finance team handled invoice and payment exceptions by hand, across vendor terms, coding rules and past resolutions that lived in people's heads.
What Segmental did
Segmental built an AP and AR layer on a knowledge graph of vendor terms, GL coding logic, payment rules and past resolutions. Known answers resolve automatically. When judgment is needed, the item goes to a person with the context attached.
See the platform on your own documents.
Every case above runs on the same platform. See it read your documents, build the knowledge graph and learn your rules, inside your environment.