AI for architectural millwork manufacturers, tested on casework jobs you already bid and built.

Every closed job is its own answer key. The bid set your estimator worked from, the quote sheet that went out, the approved shop drawings and the certification file usually sit in one project folder. A proof of concept on those folders is graded against what your team wrote down at the time and what the job turned out to need, with nothing new to collect.

Casework is divided before it reaches you. The Architectural Woodwork Institute's guide to its standards lists ANSI/AWI 0641 for architectural wood casework, 1232 for manufactured wood casework, 1235 for specialty casework, 1236 for countertops and 0642 for wall surfacing, numbers that echo the sections of a project manual. The University of Maryland, Baltimore makes the split explicit: its 2022 wood laboratory casework section cites SEFA 8 W and sends custom casework in rooms other than labs to Division 6. A single renovation can need several of those documents read together.

Grade and duty are separate calls. AWI's page on how its standards work describes three aesthetic grades, Economy, Custom and Premium, with Premium holding the tightest control over materials, workmanship and manufacture. Four performance duty levels sit apart from them: Light Commercial, Commercial, Institutional and Laboratory. Someone has to notice which of those a job's documents actually state, and the draft records only what they state.

Owners add rules no drawing shows. Case Western Reserve University's design guidelines, updated October 29, 2025, call for AWI Premium on laminate and veneer cabinets, a fabricator certified in AWI's program, manufacture within 100 miles of the site, FSC-certified wood, and composite products and adhesives free of urea formaldehyde. Northern Arizona University's technical standards, updated March 4, 2025, assume casework lasts the life of the building, which they take as 50 years, allow particleboard as core stock in low or no moisture areas under high-pressure laminate, and refuse painted particleboard as a finish. A rule like the 100-mile line decides whether your shop can bid at all.

A certified project is a paper trail with its own rules. AWI's Quality Certification Program keeps a firm's license apart from a project's certification. A 2021 program explainer counts 35 separate licenses tied to categories of woodwork, casework, wall paneling, finishing and laminate countertops among them, and says only the scope a firm's licenses cover can be certified. Albuquerque Public Schools approves casework makers on the strength of current participation in the program. The file that proves all this is put together in the office, from records kept in several places, so old projects show how complete each one really was.

Healthcare raises one more question. A resource list the Facility Guidelines Institute published for its 2010 Guidelines gives casework, millwork and built-ins their own heading under preferred surface characteristics such as being easy to maintain and clean, pointing readers to ANSI/NEMA LD 3 for high-pressure decorative laminates and ANSI/ICPA-SS-1 for solid surface materials. Whether a surface suits a patient area stays with the design team and your people; the draft records what the documents ask for.

One limit covers both jobs. The proof of concept never touches your estimating, shop drawing or ERP system or a live quote, and it never decides that work meets a grade or that a product is acceptable. Each quote sheet gets an estimator's check, and each quality question goes to your quality person and the program's inspector. Standards and rules are cited here so your people can read them; nothing on this page is legal advice.