Stop RFIs Before They're Submitted
Every RFI Helonic prevents is one fewer item your team has to research and respond to under construction-schedule pressure.
Every RFI an architect responds to costs the project a few days and the firm a few hours of unbilled time. Some RFIs are unavoidable - field conditions change, the owner requests something, the trade has a legitimate constructability question. But many are preventable: ambiguity in the documents, missing information, contradictions between sheets. Helonic was built to find exactly that category before the drawings go out, so the team isn't fielding the same RFIs over and over across projects.
Where RFIs come from
The Construction Industry Institute estimates the average RFI costs $1,080 to process. On a typical 200-RFI project, that's $216,000 of unproductive work. We've talked with architects who have studied their own RFI logs, and the result is consistent: the majority of RFIs are about ambiguity, missing details, and inconsistency - exactly the categories AI is good at catching.
How Helonic helps
Trained on real RFI patterns
Helonic's RFI prevention model is trained on construction RFI logs across thousands of projects. It recognizes the documentation patterns that historically lead to RFIs.
Surfaces issues in RFI-ready format
Every flagged ambiguity is formatted as a candidate RFI: question, drawing reference, code reference, suggested clarification. Resolve them as document revisions instead of fielding them as RFIs in construction.
Reduces team firefighting in CA
Fewer RFIs in construction means less time pulled off design work to respond to construction questions. The team protects its other-project schedule.
Improves project margins
Less unbilled CA time per project means better margins on professional services contracts. RFI prevention is a direct contribution to firm profitability.
Example issues Helonic catches
Real-world issues detected by AI analysis, specific to architects running rfi reduction:
Wall section A-501 shows a metal stud back-up wall but the wall type schedule indicates CMU - likely RFI
Door D-104 swing direction shown into the corridor on plan but elevation E-104 shows hardware on the corridor side
Detail 3/A-602 referenced from plan but doesn't exist on A-602 - likely RFI
Casework callout '04C' appears on plan but no '04C' is defined in the casework schedule
Stair S-1 baluster spacing not noted on the stair detail - RFI for code compliance with picket spacing
Roof drain leader sizing not coordinated between plumbing riser and roof plan - RFI likely
Key features for this workflow
RFI pattern recognition from historical construction logs
Ambiguity detection in callouts, notes, and references
Missing-detail flagging based on referenced but undrawn elements
Inconsistency detection across plans, sections, and details
RFI-ready output format for direct conversion to clarifications
RFI trend tracking across projects
RFI prevention workflow
Run on the IFC candidate set
Just before issuing IFC, run Helonic on the full set to surface RFI candidates.
Review candidates ranked by likelihood
Findings ranked by historical RFI submission frequency for similar documentation patterns.
Resolve as document revisions
Address each candidate by revising the drawings or adding clarifying notes - not as RFI responses post-issue.
Issue the cleaner set
Resolved candidates don't become RFIs in CA. Re-run after revisions to confirm.
What construction professionals told us
“The architects we talked with who tracked their own RFI logs all reached the same conclusion: the majority of RFIs were issues that could have been caught with one more careful pass through the documents. The bottleneck was time, not skill.”
Conversations with principal architects who manage CA across multiple projects simultaneously.
FAQs
How much does Helonic typically reduce RFI volume?
Architects we work with see 30–50% reduction in RFI volume when Helonic is used pre-issue, depending on starting documentation quality. Bigger reductions on projects that historically had high RFI counts.
Does it work for design-build projects?
Yes - particularly well, because design-build teams often issue packages incrementally and RFI prevention scales linearly with how many issue cycles the project runs.
What's the ROI?
If Helonic prevents 30 RFIs on a project at $1,080 per RFI, that's $32,400 of value. Most firms find Helonic pays for itself on the first or second project.
Manas Gandhi
Co-founder & CTO, HelonicManas is the co-founder and CTO of Helonic, where he leads engineering and AI research for construction drawing analysis. He works directly with structural, MEP, civil, and fire protection engineers to translate the way they review drawings into AI systems that flag the issues that actually matter in the field. Before Helonic, he built machine learning pipelines for technical document understanding and has spent the last several years interviewing licensed design engineers and discipline leads to ground product decisions in real practice rather than industry assumptions.
- AI for technical document understanding
- Cross-discipline coordination workflows
- Code compliance automation (IBC, NEC, NFPA, IPC, IMC, ASCE)
- Structural and MEP drawing review systems
How this page was researched: Conversations with principal architects who manage CA across multiple projects simultaneously.
Last reviewed by Manas Gandhi · May 2026
Other use cases for architects
RFI Reduction for other roles
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