Solutions
We build models and software for four kinds of work. Each is built around your documents and your people, and runs privately, in our hosted environment or, by agreement, in your own tenant.
A bid depends on thousands of pages written by different people, and the expensive mistakes sit in the gaps between them: a spec that contradicts a drawing, a quote that leaves out a scope item. General-purpose AI does not read these documents reliably.
See MaraponeAI, built with MaraponeWhat we build
A model trained on construction documents that takes off quantities, checks the spec book against the drawings and flags conflicts, with each finding tied to the sheet or clause it came from.
Software that puts subcontractor quotes onto one scope, shows what each bidder left out, and supports the award decision.
Quantities turned into a cost with the risk and contingency visible, so an estimator can defend the number.
Freight moves on paperwork: bills of lading, commercial invoices, customs entries, carrier quotes. People re-key it and cross-check it by eye, and a mismatch is usually found after the shipment is held or the invoice is disputed.
What we build
A model that reads the documents for a shipment together, compares quantities, parties, codes and terms across them, and flags mismatches before they cause a delay.
Software that reads quotes, surcharge tables and invoices in whatever format they arrive, puts them on a common basis, and shows where a charge does not match the agreed rate.
Models trained on your shipment records to estimate transit times, dwell and volumes for your routes, rather than relying on industry averages.
Managers make decisions from documents they have no time to read: contracts with renewal dates, status updates from a dozen people, policies that changed last year. Important obligations are missed because nobody had the whole picture.
What we build
A private model that reads your contracts and pulls out dates, obligations, renewal terms and unusual clauses into one register, each linked back to the page it came from.
Software that gathers updates from the tools your teams already use and drafts a report that cites where each statement came from, for a person to review.
A question-and-answer tool over your procedures and past decisions that quotes its sources and says when it does not know.
Most teams lose hours to the same few tasks: sorting incoming requests, re-entering data between systems, writing near-identical replies, hunting for the document that has the answer. Off-the-shelf tools never quite match how the team works.
What we build
A model trained on your past requests and responses that sorts incoming email or tickets, routes them, and drafts a reply in your voice for a person to approve.
Focused applications that replace a spreadsheet or a chain of manual steps, designed around the people who use them and connected to the systems you already have.
Private search across your documents that returns the relevant passage with its source, running in your environment so documents stay with you.
These are starting points. Describe the job and who does it, and we will tell you what we would build.
Contact us