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N.°01 — Norma

Norma

Your studio's product memory.

Product memoryFF&EAI agentStudio library
beta Released 2026.06 · Private studio library · cited product records · project agents
Norma — your studio's product memory

02 What it is

A practice that remembers.

Norma is a product and materials specialist for architecture and design studios. It starts from the living project record — the FF&E schedule, spec book, product list, or procurement tracker — and helps maintain it as the project evolves. Every source, correction, approval, and decision becomes part of a private studio library.

03 Why it exists

The most valuable data in a studio is not the generic product catalog. It is the studio's own history with that catalog.

Canoa proved that product data matters, but also that pre-ingesting the whole product universe is unrealistic. Architecture Studio proved that Claude can be structured with orchestration, skills, rules, and tools. Norma is the next step: memory and agency around the actual project documents where product decisions live.

i.

Canoa's lesson

A design tool with product data is powerful, but product data arrives through messy project work: quotes, PDFs, schedules, vendor links, substitutions, private pricing, and decisions.

ii.

Architecture Studio's lesson

Useful AI for the built environment needs orchestration, tools, source expectations, and review rules. But workflow structure without durable memory still starts too much from zero.

iii.

Norma's bet

The studio's own project history is the moat. Norma turns each schedule, correction, source, and approval into memory the next project can reuse.

04 How it works

01

Joins the project record

Norma works around the schedule, spec book, product list, or tracker your studio already uses. Those documents stay in existing tools; Norma gives Claude a private corpus of product memory, sources, URLs, parsed PDFs, vendor context, and prior decisions to reason against them.

02

Maintains the work

It identifies missing fields, traces products back to sources, fills clean updates, flags uncertainty for review, and checks for stale pricing, lead times, links, and substitutions.

03

Prepares outputs for review

Norma can prepare rows, notes, source refreshes, comparisons, and export candidates for a schedule or spec book. Where a workflow supports writing or projection, those changes should be permissioned, traceable, and tied to receipts.

04

Builds the library

Every approved fact, correction, vendor note, source, preference, and decision becomes part of the studio's private product memory.

05 What it does

Parse

Reads product artifacts

Quotes, PDFs, vendor pages, catalogs, cutsheets, EPDs, spreadsheets, and spec books become source-backed product records.

Clean

Normalizes messy schedules

Norma maps inconsistent columns and project-specific structures into useful, reviewable updates without pretending every studio uses the same schema.

Enrich

Fills what is missing

Dimensions, materials, finishes, certifications, lead times, links, and notes are added with source and date attached.

Audit

Catches drift

Vendor pages, pricing, lead times, availability, and broken links can be re-checked so stale information surfaces before client review.

Stage

Prepares document-ready output

Norma can assemble rows, notes, comparisons, source refreshes, and export candidates. In Claude workflows, the studio can use that corpus to make decisions, fetch URLs, parse PDFs, build an XLS schedule, update a Google Sheet, or draft a spec-book section through the tools it already uses.

Remember

Carries decisions forward

Approved products, rejected options, preferred vendors, confirmed finishes, and project conventions become reusable studio knowledge.

06 Memory layers

Layer What it contains Privacy
Studio memory Specs, quotes, pricing, corrections, preferences, vendor history, approvals, substitutions Private to the studio
Review state Verified, review, stale, missing fields, duplicate hints, import receipts, permission history Visible to the studio
Shared product facts Manufacturer specs, public SKUs, dimensions, finishes, certifications, source URLs Pooled only when redacted

The boundary is the product. Public facts can make the baseline better. Review state keeps the work accountable. Existing tools remain the surface. Studio memory preserves the practice.

07 Built for

01

Interior designers

FF&E schedules and spec books that stay sourced, current, and reusable across projects.

02

Architects

Product, material, finish, and fixture decisions with provenance instead of orphaned PDFs and stale spreadsheet rows.

03

Small studios

The product librarian, specs manager, procurement analyst, and data steward most teams cannot hire full time.

04

Product-heavy teams

Studios whose advantage comes from how they specify, source, substitute, approve, and remember.

Build a practice that remembers.

Norma turns the living project record into private studio memory.

Visit norma.llc