QA/QC That Actually Reads Every Sheet
Helonic is an AI construction drawing analysis platform for Architects doing QA/QC.
Comprehensive internal review at the depth a senior architect would do if they had a clear week - completed in an afternoon.
What is qa/qc for architects?
QA/QC for architects is a full-set consistency check across every sheet, schedule, detail, and specification reference before issue. Helonic exists to make it actually achievable: a thorough pass across every sheet, every schedule, every detail, every reference - at the level of attention that senior reviewers bring on the rare occasions they have time.
How does Helonic help architects with qa/qc?
Helonic doesn't skip the back third of the set under deadline pressure. Every sheet, every schedule, every spec section is checked.
Reads the entire set, every sheet, every time
Helonic doesn't skip the back third of the set under deadline pressure. Every sheet, every schedule, every spec section is checked.
Catches cross-sheet inconsistencies
The hardest category for human reviewers - same element referenced differently on different sheets - is exactly where Helonic is strongest.
Structured findings the team can act on
Every finding includes severity, citation, and recommended action. Triage and assignment is straightforward.
Audit trail for the project record
Every QA pass produces a structured report that becomes part of the project record. Useful for E&O insurance documentation, internal QA metrics, and post-project lessons-learned.
Why does QA/QC fail at most architecture firms?
QA/QC fails at most architecture firms because the intended independent senior review almost never happens at the depth a 250-sheet CD set requires. The QA most projects actually get looks like a partner doing a once-over on the cover sheet and a few critical details under deadline pressure. The architects we talked with consistently described this gap and described what they would want from an automated first pass.
How do architects execute QA/QC with Helonic?
Drawings and specifications uploaded together. Helonic indexes every reference, every callout, every schedule.
Upload the full set
Drawings and specifications uploaded together. Helonic indexes every reference, every callout, every schedule.
Run comprehensive QA
Cross-sheet consistency, schedule completeness, reference integrity, revision tracking - all in one pass.
Triage findings by severity
Critical findings (e.g., missing referenced details) prioritized over cosmetic findings (e.g., minor revision block inconsistencies).
Generate the QA report
Structured PDF report with all findings, suitable for the project record and team distribution.
What issues does Helonic catch in qa/qc for architects?
Helonic flags these qa/qc issues when architects review a set:
Sheet index lists A-205 but the actual sheet in the set is labeled A-206 - sheet numbering inconsistency
Detail callout '5/A-602' appears 17 times across the set but A-602 only contains details 1–4
Door type 'B' shown on partition plans but not defined in the door type schedule
General note 7 on A-001 references spec section 09 67 23 but spec manual section 09 67 23 was deleted in addendum 2
Revision block on A-201 shows revision 3, but A-202 (same revision date) shows revision 2
Title block stamp expiration on the structural sheets pre-dates the issue date
Which Helonic features matter for qa/qc?
Helonic includes Full-set cross-reference (every detail callout, every schedule reference) when architects run this workflow.
Full-set cross-reference (every detail callout, every schedule reference)
Schedule completeness checks (door, window, finish, casework, equipment)
Wall type and partition coordination
Specification section cross-coverage with drawings
General notes consistency across sheets
Title block and revision block verification
What do practitioners say about qa/qc for architects?
“Senior architects told us the QA failures that bothered them most weren't the dramatic ones - they were the small-but-fatal ones like a detail callout pointing to a detail that doesn't exist. They wanted those caught reliably, every time, without needing to staff a dedicated reviewer.”
Conversations with senior architects and design partners responsible for internal QA at firms across project types.
What do architects ask about qa/qc?
How does this compare to having a QA reviewer on staff?
Helonic doesn't replace the QA reviewer; it gives them leverage. The reviewer's time is concentrated on the judgment-heavy items - design intent, detailing quality, specification consistency - while Helonic handles the volume work.
Can it run as part of our standard QA milestone?
Helonic can run as part of a standard QA milestone. Most firms run Helonic the day before the formal QA review. The reviewer arrives with the structured findings already in hand.
Does it work for restoration or renovation projects?
Helonic works for restoration and renovation projects. The QA rule set adapts to renovation contexts (different schedules, existing condition callouts, demolition documentation).
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 senior architects and design partners responsible for internal QA at firms across project types.
Last reviewed by Manas Gandhi · August 23, 2026
Other use cases for architects
QA/QC for other roles
Should architects use Helonic for qa/qc?
Yes. Helonic catches the issues that matter most to architects before they become rework. Upload your drawings for a free analysis.