Helonic
Preconstruction

Will AI Drawing Review Create More RFIs?

Published October 25, 2026•4 min read

Helonic is an AI construction drawing analysis platform for general contractors and project managers worried that AI drawing review will flood the architect with RFIs. AI drawing review will create more RFIs if a team sends every finding to the architect. Most teams that worry about this have seen a findings list with 200 rows and pictured 200 RFIs. In practice, a small share of findings should ever become one.

Direct answer. Helonic and other AI drawing review tools raise more findings than a manual pass, but a finding only becomes an RFI when it needs the design team's answer after award. The rest go to an internal fix, a bid qualification, a pre-bid question, or get dismissed. Sorted that way, review moves questions to bid time, when answers are cheaper.

Where should each finding go?

If the findingIt goes toExample
Your own team can resolve itInternal note or coordination itemTwo trades drawn in the same chase where the GC sets the sequence
It changes price, and the bid is still openBid qualification or exclusionSpec calls for a fire-rated assembly the wall type schedule does not show
It needs the designer, and bid questions are still openPre-bid question, answered by addendumDoor hardware set referenced on the plan but missing from the spec
It needs the designer, after awardRFIBeam size on the framing plan does not match the beam schedule
Duplicate, already answered, or a drafting slip with obvious intentDismiss with a reasonSheet title misspelled, or a note already revised by addendum 2

One person does this sort, once, before anything leaves the team. Usually that is the project engineer or the precon lead who owns the review. Which document answers which kind of question is in RFI vs ASI vs bulletin vs change order.

Which findings should become an RFI?

A finding earns an RFI when all three are true:

  1. Only the design team can answer it.
  2. The answer changes what gets built, what it costs, or when.
  3. The documents do not already answer it somewhere else in the set or an addendum.

If one is false, it stays inside the team. When it does qualify, write it so the architect can answer in one pass, following how to write an RFI.

Is an RFI raised during the bid worse than one raised later?

It is cheaper. A question asked during bidding comes back as an addendum that every bidder prices. The same question found in the field comes back as an RFI with a crew waiting, and often a change order behind it.

So the RFI count can go down after award even if pre-bid questions go up. Track both. The pattern behind most construction-phase RFIs is in how to reduce RFIs in construction, with benchmarks in the state of construction RFIs in 2026.

How does the tool keep the architect from getting a flood?

By not sending anything on its own. In Helonic, a reviewer keeps or dismisses each finding, and only kept findings can be turned into an RFI through RFI generation. Each draft carries the sheet, location, and a suggested question, and goes into Procore only after a person confirms it.

In a pilot, count how many kept findings became RFIs. If the number is close to the total, the sort step is missing. That measure sits alongside the others in what to measure in an AI drawing review pilot. The full test protocol is in how to pilot AI drawing review software, and the output criteria are in what to look for in an AI construction drawing review platform.

Practitioner insight

“The architect called me after the first run and said please don't send me 180 RFIs. I said you're getting eleven. The rest we fixed ourselves or put in the qualifications.”

Conversations with project managers at general contractors who used AI drawing review on bid sets before award.

Frequently Asked Questions

Will AI drawing review create more RFIs?
Only if every finding is sent to the architect. Sorted properly, most findings become internal fixes, bid qualifications, or pre-bid questions, and only those that need the design team after award become RFIs.
When should an AI finding become an RFI?
When only the design team can answer it, the answer changes what gets built or what it costs, and the documents do not already answer it elsewhere.
Who decides which findings become RFIs?
One person who owns the review, usually the project engineer or precon lead, sorts every kept finding once before anything leaves the team.
Does Helonic send RFIs automatically?
No. A reviewer keeps or dismisses each finding, and a kept finding becomes a draft RFI in Procore only after a person confirms it.
MS

Milind Sagaram

Co-founder & CEO, Helonic

Milind is the co-founder and CEO of Helonic, where he leads product and go-to-market for AI-powered construction drawing analysis. He works closely with general contractors, project managers, estimators, and owners to understand how drawing quality drives project outcomes - and where AI can reduce RFIs, change orders, and rework. Milind has interviewed hundreds of construction professionals across project delivery roles, from preconstruction estimators at ENR top-400 contractors to facilities directors at institutional owners, and uses those conversations to shape both product direction and the way Helonic talks about the work.

Areas of focus
  • Construction project delivery and preconstruction
  • RFI and change order economics
  • Owner and GC workflows for drawing QA/QC
  • Estimating risk and bid-stage scope assessment

Last reviewed by Milind Sagaram · October 2026

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