dreamlab-ai /product-match — Product Match
"Find me something like this." Takes a product — by name, image, or description — and searches the web for similar alternatives. Returns 5-10 matches with specs, pricing, and links.
When to Use
- Designer has a product they like but it's over budget, discontinued, or wrong lead time
- Client references a product and you need alternatives at different price points
- Sourcing a similar product from a different manufacturer or region
- Finding contract/trade equivalents of residential products (or vice versa)
Step 1: Accept Input
The designer provides a product reference in any format:
By name:
/product-match Eames Lounge Chair
By name + constraints:
/product-match Eames Lounge Chair but under $3,000
By image:
/product-match ~/Downloads/chair-photo.jpg
By description:
/product-match mid-century lounge chair, molded plywood shell, leather cushions, swivel base
By URL:
/product-match https://store.hermanmiller.com/living-room-furniture/eames-lounge-chair
Step 2: Identify the Source Product
If given a name or URL, look up the product's key attributes:
- Category and subcategory
- Dimensions (W, D, H)
- Materials and finishes
- Price range
- Designer / design era
- Key visual characteristics (silhouette, proportions, details)
If given an image, use Claude vision to describe:
- Product type and category
- Shape, proportions, silhouette
- Materials visible (wood type, metal finish, upholstery)
- Style period and design language
- Color palette
- Estimated scale
If given a description, extract the same attributes from the text.
Document the source product clearly:
## Source Product
Eames Lounge Chair — Herman Miller
Category: Lounge Chair
Dims: 32.75"W × 32.5"D × 33.5"H
Materials: Molded plywood, leather
Price: $5,695
Style: Mid-Century Modern, organic, sculptural
Key features: Swivel base, tilting seat, separate ottoman
Step 3: Search for Matches
Run 3-5 web searches targeting different angles:
- Direct alternatives:
lounge chairs similar to Eames - Category + style:
mid-century molded plywood lounge chair - Price-specific (if budget mentioned):
modern lounge chair under $3,000 - Material-specific:
leather and walnut lounge chair swivel - Trade/contract sources:
contract lounge chair molded wood specification
For each candidate found, attempt to fetch the product page for full specs.
Target: 5-10 matches that genuinely resemble the source. Quality over quantity.
Step 4: Score and Rank Matches
For each match, assess similarity on:
- Visual similarity (0-5): Does it look like the source?
- Material match (0-3): Same or similar materials?
- Price proximity (0-3): Within a reasonable range of source or stated budget?
- Dimension match (0-2): Similar scale?
- Availability (0-2): In stock or reasonable lead time?
Total score out of 15. Present in descending order.
Step 5: Present Results
## Product Matches for: Eames Lounge Chair
### 1. Plycraft Mr. Chair — Plycraft (Score: 13/15)
32"W × 30"D × 33"H · Molded walnut plywood, leather · $2,495
Lead: In stock · Indoor
🔗 plycraft.com/mr-chair
Why: Direct mid-century competitor. Same era, same construction technique.
Nearly identical silhouette at less than half the price.
### 2. Tiempo Lounge — Lazar (Score: 11/15)
31"W × 33"D × 34"H · Walnut veneer, leather · $3,200
Lead: 6-8 weeks · Indoor
🔗 lazarind.com/tiempo
Why: Modern reinterpretation. Slightly softer lines, similar materials.
Available in COM.
### 3. ...
---
## Comparison
| # | Product | Brand | W | D | H | Price | Material | Lead | Match |
|---|---------|-------|---|---|---|-------|----------|------|-------|
| 1 | Mr. Chair | Plycraft | 32 | 30 | 33 | $2,495 | Plywood/Leather | Stock | 13/15 |
| 2 | Tiempo | Lazar | 31 | 33 | 34 | $3,200 | Walnut/Leather | 6-8w | 11/15 |
Presentation rules
- Lead with the comparison table for quick scanning
- Include "Why" for each — what makes this a good match and what's different
- Flag trade-offs: "veneer not solid", "no swivel", "larger scale"
- Group if useful: "Closest matches", "Budget alternatives", "Contract options"
Step 6: Save
If the designer picks matches ("save 1 and 3"), write to the master Google Sheet using the 33-column schema defined in ../../schema/product-schema.md (read for column reference and formats). Use ../../schema/sheet-conventions.md for CRUD patterns.
- Column AD (Tags): append
match:{source-product-name}so matches are traceable - Column AE (Notes): "Matched from {source product}. {Why reasoning}"
- Column AF (Status): "saved"
- Column AG (Source): "product-match"
Pairs With
/product-research— research finds products from a brief, match finds alternatives to a specific product/product-enrich— enrich the matched products with categories and tags/product-pair— after matching, find complementary products/ffe-schedule— include matched products in a formatted schedule