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Pre-RFI
structural drawing-set review

Find the RFIs before the set goes out.

An RFI, a request for information, is the formal question a contractor sends the design team mid-construction when the drawings disagree or fall short. Work on that item waits until the answer comes back. Most RFIs exist because the documents contradict themselves, and those contradictions are findable before the set is issued.

$1,080
to answer one RFI
796
RFIs on the average project
9.7 days
median wait for an answer

That is about $860,000 of answering questions on a single project. Source: Navigant Construction Forum.

Why technology can help

Reading every sheet against every other one by hand takes days, so the checks that would catch these problems almost never happen before a set goes out. Technology can do it in seconds, in two ways that matter equally.

An LLM reads an entire set at once and surfaces the contradictions and gaps that would otherwise come back as RFIs. Every quote it cites is verified against the drawing before you see it.
Automated checks pulled straight from the PDF catch the mechanical errors that slip past a tired pair of eyes: references to missing sheets, callouts to details never drawn, marks absent from the schedules.

We built a working demo of both. Try it on a real bid set, then see the full methodology for how each check works.

Where this goes

This is an early build, but it already works on real bid sets. It gets much more useful with a company's own data:

  • The norms we hardcoded into the checks could instead be learned from a firm's own standards.
  • The contradiction model could be tuned on the RFIs a firm has already answered, so it catches the problems that actually recur.
Designed and built by Marwan Harajli.
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Pre-RFI
analyzing
$0.0000
starting the review…
issues
Issues appear here the moment their quotes verify against the sheets. The drawings on the right are already browsable.
checked & clean
Deterministic checks report here, including the ones that pass.
run log
Review scope: structural (S) sheets. Other disciplines are inventoried and browsable, not reviewed. How each stage works: METHODOLOGY, top right.
drag to pan · scroll to zoom · click a quote to jump to its evidence
waiting for sheet inventory…