Notes on reading documents
What we have learned building a tool that turns batches of scans into tables people are willing to sign off on.
Why we don't show confidence scores
Every extraction tool puts a little percentage next to each value. You can't act on it. So we built something you can act on instead — the source of every cell.
How to Compare Contractor Bids: the Columns, the Traps, and Filling the Table from PDFs
What a bid comparison table actually needs, the five fields where bids get compared wrong, and how to fill the table from a stack of proposal PDFs without retyping them.
Bid Tabulation Template (Free Excel Download)
A bid tabulation template with the columns that actually matter — price, schedule, warranty, responsiveness — plus a filled-in example you can click through, cell by cell, back to the source PDFs.
How to Compare Bids from PDFs: 4 Methods, Ranked by Effort
Copy-paste, Acrobat export, generic PDF-to-Excel converters, or a purpose-built tool — what each method actually costs when you have six proposal PDFs and one comparison table to fill.
What Is a Responsive Bid? Definition and Checklist
A responsive bid conforms to all material requirements of the solicitation — forms, bonds, signatures, and no exceptions. What responsiveness means, how it differs from responsibility, and how bids fail it.
What Is an Unbalanced Bid? Definition and Why It Matters
An unbalanced bid prices early or overestimated line items high and later ones low, keeping the total competitive while shifting cash flow or profit — how to spot one in a unit-price schedule.
What Is Bid Leveling? Definition and Example
Bid leveling is adjusting competing bids for scope differences, exclusions, and alternates so they can be compared on equal terms — how it differs from bid tabulation, and where the judgment work is.
What Is Bid Tabulation? Definition and Example
Bid tabulation is the process of recording every bidder's price, schedule, and qualifications side by side in one table — what it contains, who uses it, and what it is not.