MaraponeAI
The model never decides a number.
A tool that hands you a levelled award has to be right about it, because the first
invented adjustment you take to a subcontractor is the last time anyone in your office
opens the app. So the leveling engine is deterministic: coverage classification, gap
detection, valuation, commercial normalisation and severity all run on rules, the other
bids, and your own data.
MaraponeAI explains, prioritises and drafts. Every figure it quotes traces back to a
line in a document or a row in the rate table. Type
set crane to 18,000 on Northgate
and the instruction is parsed by rule and previewed before it changes anything.
The engine underneath is deterministic: every adjustment traces to a quote, a line and a basis you can check. Our own model sits on top of that, adding the
free-form narrative, and it never gets to decide what was found.
Your workspace, and only yours
Your subcontractors' pricing is the most commercially sensitive data in your office,
so it is read in a workspace scoped to your account by our own model, no third-party AI vendor receives it, no other firm's work is pooled with it, and nothing is trained on it.
Fully functional without a model
Every finding, adjustment and recommendation is available from the deterministic
engine alone. Without a model you lose free-form narrative — you do not lose a single
finding or a single dollar figure.
Every run keeps its own snapshot
Packages, quotes, overrides and your award corpus stay in your workspace, and each leveling
run is versioned, so you can open the matrix exactly as it stood on the day you awarded.
All of it exports to Excel. Cancel the plan and the exports you have taken stay readable.
You can see every rate it used
Trade scope checklists, the quote-language patterns and your market’s rate table are plain JSON data packs you can open. Every adjustment on a
levelled bid prints the line it came from, and the levelling matrix exports to Excel
with that basis attached, so a number you cannot defend never leaves the program.