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ToolTalk: Ichi is AI-powered QA/QC and CA review for AEC

Ichi is our focus today in this ToolTalk article as we overview the new upcoming AI-powered QA/QC and CA phase automation software for the AEC industry

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Ichi is an AI-powered QA/QC (quality assurance/quality control) software tool founded in 2024. It is actually one of several new AI-powered software tools that focus on automating and streamlining compliance review for architectural projects.

Ichi Features

Ichi analyzes typical architectural drawing sets, specifications, and construction documents to catch missing information, scope gaps, cross-sheet and cross-document discrepancies, and internal conflicts. The aim is for architects to use tools like Ichi—which benefits from AI models—to find all such issues before they are eventually discovered in the field at the construction site, where their cost impact can be detrimental to project success.

Architects are already using AI tools, including Bluebeam’s new Bluebeam Max suite, to analyze and pore over architects’ drawings to identify discrepancies, scope gaps, and missing information. Clients that feature paid consultants functioning as construction managers (CMs), a type of watchdog role in the construction industry, are especially interested in such new AI tools because this kind of tool is precisely what they have never had at their disposal.

Ichi

Ichi is a leading new AI-QA/QC and CA tool for the AEC industry.

Ichi therefore helps architects discover issues before documents are released to clients and their consultants, forming a tighter set of documentation and a more highly resolved technical design.

Ichi uses AI to analyze drawing sets against a massive library of ICC-licensed building codes (including IBC, IECC, and ADA) along with local regional amendments. Ichi says its AI models are not like generic AI models (eg: ChatGPT) but instead operate collaboratively within a “walled garden” workspace. Using AI tools to rapidly check for code compliance was the hot new focus at AIA26 this year, as we have noted several times on Architosh. However, AI isn’t just great at code and zoning.

The CA Phase

Ichi also speeds up the construction administration phase. And it can capture and distribute firm knowledge from these interactions so staff architects gain future insights and benefits in the next or current projects. And Ichie isn’t just built for architects or engineers, but also for jurisdictions and professional reviewers.

But back to CA. Ichi analyzes submittals, RFIs, and construction documents and surfaces the information at scale to determine that things are conforming, identify what is missing, and highlight what needs attention.

Ichi can also pull submittals from Procore to work on. For RFI analysis, Ichi automates the context-gathering phase of addressing RFIs, including the history of responses to previous RFIs.

Ichi begins by having users upload all of their documents or link to these documents in Procore. Once complete, Ichi can run deep analyses of all documents—from construction drawing sets to specifications to project manuals and other industry or office standards.

Closing Comments

I like that all such AI QA/QC tools don’t remove the professional obligations of licensed architects and engineers. The tool accelerates those workflows via AI automation and helps professionals become not just faster but possibly more thorough. To learn more, visit them here.

Architosh Analysis and Commentary

AI tools that operate on uploaded PDF documents are in a separate class from tools that perform QA/QC directly within design and documentation authoring systems, such as BIM programs and CAD tools. Within this different class of QA/QC tools, the possible selections are fewer. We have already written about Kestrel Labs and its award-winning (see: Architosh, “AIA26: Architosh 12th ‘BEST of SHOW’ honors for digital technologies at AIA San Diego,” 22 Jun 2026) plugin for Revit and future integration with Trimble solutions. We are also aware of VitruAI and its plugin for QA/QC and general compliance workflows in Revit, which we mentioned here (see: Architosh, “AIA26: Expo Show Floor Report 7—Layer, Arcol, Egnite, and more.” 13 Aug 2026). 

These two solutions function differently from Ichi and its kind. They do, or have the capacity to do, this QA/QC work directly within Revit. At the same time, one must acknowledge that not all AEC professionals use Revit. Thousands of firms and professionals work with competitor tools from Bentley, Trimble, and Nemetschek. Moreover, jurisdictions, consultants, CMs, and the like don’t know Revit and will prefer solutions that work with uploaded PDF drawing sets. So there is a need in the industry for both in-app hosted QA/QC solutions and external QA/QC solutions like Ichi. 

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