How to Pilot AI Construction Drawing Review Software

Pick a set the team already knows

Use a completed commercial or multifamily package your precon team already reviewed. The RFI log, coordination notes, and known misses are the answer key. A vendor demo set has no answer key.

Include at least one messy condition: mixed revisions, a scanned civil sheet, or a dense MEP floor. Helonic and similar tools are judged on the documents you actually bid from, not on a clean vector export.

Freeze the files. Every vendor sees the same PDF package, the same addenda, and the same sheet index. If someone swaps in a later revision mid-pilot, the scores stop meaning anything.

Score findings, not a vibe

Give each finding one of four marks: true positive with a usable sheet coordinate, true positive that still needs a person to hunt the location, false positive, or missed high-severity item from the known RFI log. Tally those four numbers. Do not average them into one accuracy percentage.

A project engineer should spend no more than a minute confirming a well-located finding. If the reviewer has to re-read three sheets to understand the flag, count that against the vendor even if the issue is real.

Set false-positive rules before the first run

Decide in writing what counts as a reject. A finding with no sheet number is a reject. A finding that restates a note the set already resolved is a reject. A finding the reviewer cannot explain to a superintendent is a reject.

Duplicate flags on the same clash should collapse to one score. Volume is not value. Helonic returns severity so the first hour of review can start on high items. If a vendor cannot sort by severity, the pilot will drown in low-confidence noise.

Check security and handoff before you scale

Ask whether uploaded sets train models, how long files are retained, and whether SSO is available. Confidential hospital or justice packages should not enter a pilot until those answers are in the contract.

Then test the handoff. An accepted finding should become a Procore or Autodesk RFI, or a Bluebeam markup, without retyping. Helonic can push accepted issues into Procore or Autodesk after a person confirms them. If the pilot ends in a spreadsheet nobody will open next week, stop.

For 2D PDF packages without BIM, the ranked shortlist after this protocol is which AI can review 2D PDF plan sets for errors. Do not retarget that page as a pilot checklist.

Write the go or no-go rule

1. The tool found a majority of the known high-severity drawing RFIs on the sample set.
2. A project engineer could verify a typical finding in about a minute.
3. False positives did not consume more review time than they saved.
4. Accepted findings entered the existing RFI or comment workflow.
5. Security and retention passed legal review.

Fail any one of those and the pilot is a no-go, even if the demo looked fast. Pass all five and you have a production trial, not a slide. Criteria for what the product should do still live on the drawing-review what-to-look-for guide. This page only scores the run. Pilot length stays in the FAQ above. The opening five days are on the first week of a rollout. Packages that cannot be scored are on which bid package is a bad first pilot. The fence that keeps one bid from becoming a company standard is on how to run one bid without a company rollout.

Frequently Asked Questions