Helonic
Case Study

How Drawing Review Caught Clashes on Three California Schools

  • Three school sets under one bond had consultant drawings that did not match the architectural sheets, and the same detail drawn differently in each building.
  • Helonic checked each PDF set for cross-discipline clashes and dimension mismatches before the sets went out.
  • QA confirmed 841 issues. The coordination items were the ones that would have become field changes.

Los Angeles, CA. 841 issues across 3 schools.

Issues Detected

841 across 1,200+ sheets

Buildings Reviewed

3 school buildings

Key Focus

Clashes and mismatched details

1,200+ Sheets Across Three Schools Heading to DSA Review

A mid-size architecture firm was drawing three new schools for a Southern California district under one bond: elementary, middle, and high school. The combined set was more than 1,200 sheets. Each building was at a different stage, and a different team lead owned each set.

Senior architects still redlined prints. That worked for one building. It did not catch structural and MEP clashes, or the same detail drawn three different ways, when each team lead owned a building.

DSA review was coming up. An internal pass of all three buildings usually took four to six weeks.

Helonic Found 67 Versions of the Same Detail Across Three Schools

The firm uploaded all three sets at once. Each building was checked on its own, and the consultant sheets were compared with the architectural plans.

Helonic listed 841 issues. The expensive ones were clashes between the architectural sheets and the structural and MEP consultants, dimension mismatches, and details that did not agree from building to building.

Code notes were in the list. They were not what would have cost the job. The clashes and the mismatched details were.

See K-12 school construction drawing review, California plan check requirements, K-12 school construction compliance, pre-submittal plan review checklist, detail cross-referencing, and the North Carolina school review.

841 Coordination Items Sorted by Building

QA/QC sorted the list by severity and building. Senior staff spent their time on the 841 locations that needed a correction, instead of a full print review of every sheet.

The gym structure and the cafeteria mechanical mains did not fit the architectural plans. Catching that before issue avoided a redraw measured in weeks, not a note on a code sheet.

The three teams had also drawn the same slab edge and the same duct penetration 67 different ways. They picked one detail before the sets went out.

The cafeteria mains are the most common kind of conflict Helonic finds. Across 1,000+ drawing packages Helonic has reviewed, architectural and mechanical sheets accounted for about 29% of coordination conflicts, the largest single discipline pair. See constructability review ROI data.

DSA Review and the Field Act on Three California Public Schools

California public K-12 schools are reviewed by the Division of the State Architect (DSA), not the local building department. The Field Act, passed after the 1933 Long Beach earthquake, requires that review for structural safety. DSA also reviews fire and life safety and accessibility.

DSA reviews against the California Building Code, Title 24, including its school-specific structural provisions. It also oversees construction through project inspectors, so a change after approval goes back to DSA as a construction change document.

That is why consultant clashes cost more on a public school than on a private building. A gym structure or a cafeteria main that does not fit the architectural plans cannot be settled on site with a field sketch. It needs a revision that DSA approves.

Bond-funded districts also work to opening dates tied to the school year. A redraw measured in weeks can push a building past the start of classes.

“Running three school buildings through QA/QC simultaneously was overwhelming our senior staff. Helonic found 841 issues and organized them in a way that let us fix patterns across all three buildings at once instead of checking each one from scratch.”

Principal Architect, Architecture FirmPrincipal architect at the firm, speaking after the three-school QA/QC pass ahead of the DSA submittal.

California K-12 Drawing Review: Questions and Answers

Can Helonic review multiple buildings in a single analysis?

Yes. This firm uploaded three school sets together. Each building was checked on its own, and the same clashes were compared across all three.

What cost money on these school sets?

Consultant clashes and details that did not match from building to building. Code notes were on the list. They were not the items that would have been rebuilt in the field.

How were the clashes grouped?

By building and by the two sheets that disagreed, so one fix on a typical detail covered every copy of that clash.

Is Helonic useful for QA/QC within architecture firms?

Yes. This firm used it before the DSA submittal so senior reviewers worked the flagged locations instead of redlining every print.

Who reviews public school drawings in California?

The Division of the State Architect. Under the Field Act, DSA reviews public K-12 construction for structural safety, fire and life safety, and accessibility, and oversees it during construction.

Why does a consultant clash cost more on a DSA project?

A change after approval goes back to DSA as a construction change document. A clash fixed before submittal is a drawing edit. The same clash found on site waits on DSA.

Why did the same detail appear 67 ways?

Each building had its own team lead, and nothing compared the three sets. Each team drew the slab edge and the duct penetration its own way. The firm picked one detail for all three schools.

MG

Manas Gandhi

Co-founder & CTO, Helonic

Manas 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.

Areas of focus
  • 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: Reviewed against Helonic's 2026 drawing-analysis categories, RFI workflow, and product capabilities.

Last reviewed by Manas Gandhi · September 30, 2026

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