Using AI as a TOOL for research
A case study
AI capabilities for purse research
by Vicki Schwager
I am using the AI Claude by Anthropic
AI IS ONLY A TOOL. THE RESPONSIBILITY FOR QUALITY RESEARCH DEPENDS ON THE RESEARCHER.
The researcher is responsible for detailed questions and analysis for any assumptions that AI may present. AI is a very capable tool, and it can search only public materials, but they can be sources all over the world in different countries and languages.
It is critical, especially with AI research, to understand the limitations. One of my questions was how to improve those interactions for more accurate results. In addition to the questions I asked, I might have also asked for examples and links so that I could verify the results in another way.
A test case example: (test on November 2025)
I saw a French purse on eBay that I know is from the early 20th century because of its frame. It had a textile base that looked older than the purse. I do not have the purse in my possession because I have not purchased it.
I pulled one photo from the listing and sent it to AI ‘Claude’
I asked for an analysis of the textile. I think to go further it would be better to show the actual research interaction.
Textile Evening Bag Analysis - Research Conversation
Initial Question
Vicki: Can you tell me about the textile on the purse? The purse is most likely French from the early part of the 20th century, but I’m interested in what the textile is, where it’s from, and what construction methods there are.
First Response - Textile Analysis
Looking at this textile evening bag, I can see several distinctive characteristics that speak to its construction and likely origins.
Textile Analysis
The fabric appears to be a brocaded silk or possibly a lampas weave - both sophisticated weaving techniques that were hallmarks of French luxury textile production. The textile shows:
• A cream or ivory ground fabric with a self-patterned damask effect
• Polychrome supplementary weft brocading creating the floral motifs in coral/orange, green, and possibly metallic threads
• A complex floral design with roses and foliage that suggests Lyonnais production
Construction Methods
The textile construction involves several layers of technique:
1. Base weave structure: Likely a satin or twill ground that creates the lustrous, light-catching quality
2. Supplementary weft brocading: The colored floral motifs are woven in with additional weft threads that float across the surface, characteristic of French silk production
3. Possible metallic threading: Some areas appear to have metallic accents, which would be typical gilt-silver or gilt threads used in luxury French textiles
Origin Assessment
Given the period (early 20th century) and the sophisticated floral design, this textile most likely came from Lyon, which dominated European luxury silk production during this era. Lyon’s silk weavers were renowned for:
• Complex multi-color brocading techniques
• Naturalistic floral patterns that transitioned from Belle Époque romanticism
• Integration of metallic threads in evening textiles
• High thread counts and fine weaving that created dimensionality
The color palette - particularly the coral/orange combined with greens on a neutral ground - aligns with the aesthetic influences from the Ballets Russes period (1909-1920s), when Leon Bakst’s exotic color combinations revolutionized Parisian fashion.
The frame appears to be gilt brass with an engraved or embossed decorative border and a fan-shaped clasp mechanism, which was standard for French evening bags of this quality level. The twisted chain handle is also typical of the period.
Follow-Up Question - Antique vs. Contemporary Textile
Vicki: Often on purposes of this period they used antique textiles. My question was was this contemporary textile to the purse or was this a piece of antique textile probably also French but much older
Second Response - Revised Assessment
Ah, excellent question - this is indeed a critical distinction in authentication and dating these pieces.
Looking at this textile more carefully, I believe you’re most likely correct that this is an antique textile repurposed for the bag frame, rather than contemporary early 20th century fabric. Several indicators support this:
Evidence for 18th Century Textile
1. Weaving style and pattern density: The floral design has characteristics more consistent with 18th century French silk brocades - particularly the naturalistic rose motif and the way the pattern fills the space with flowing stems and foliage. This is distinct from the more stylized, geometric, or orientalist patterns popular in 1909-1920s new production.
2. Color palette and wear pattern: The muted, faded quality of the colors (particularly that coral-orange and olive green) and the overall patina suggest genuine age beyond just 20-30 years. The cream ground shows the kind of subtle discoloration consistent with 18th century silks.
3. Weave complexity: The dimensional quality and the sophisticated brocading technique appear consistent with Lyon production from the Louis XV or Louis XVI periods (1740s-1780s), when French silk weaving reached extraordinary technical heights.
The Practice of Repurposing
This was indeed extremely common practice in the French luxury handbag trade during 1900-1925:
• Parisian bag makers actively sought antique textiles from the 18th century
• These antique silks were prized for their superior hand-weaving quality and historical cachet
• The practice allowed ateliers to create unique, luxurious pieces that referenced France’s aristocratic past
• It was considered more prestigious to use genuine ancien régime textiles than new reproductions
The fact that this appears to be mounted in an early 20th century gilt frame with period-appropriate chain and clasp suggests a skilled atelier carefully cut and fitted this antique silk fragment to create an exclusive evening accessory.
Methodological Challenge
Vicki: How accurate is your dating because originally you presumed it was contemporary how can I ensure that a basic question gets a more specific answer?
Third Response - Honest Assessment of Limitations
You’ve caught an important methodological issue, and I appreciate you pushing back on this. You’re absolutely right to question my shift - I made an assumption in my first response without carefully analyzing what I was actually seeing, then adjusted when you prompted me. That’s not rigorous authentication methodology.
The Honest Assessment
Looking at the image again, I cannot reliably distinguish between:
• An 18th century textile repurposed circa 1910-1920
• A contemporary (early 20th century) textile woven in a revival/historical style
• A late 19th century reproduction of 18th century patterns
The image resolution and single angle don’t allow me to see the critical details that would make this determination, such as:
1. Weave structure at thread level - 18th century hand-loom weaving has distinctive irregularities
2. Fiber degradation patterns - true age shows in how silk breaks down
3. Dye characteristics - natural dyes from different periods have different fading patterns
4. Back of textile - construction details are often clearer from the reverse
5. Pattern repeat precision - Jacquard looms (post-1801) create more precise repeats than earlier drawlooms
How to Get More Specific Answers
To get accurate analysis from me (or any expert) on textile dating:
1. Provide multiple angles - front, back, close-ups of weave structure
2. Include detail shots - thread-level photography of the weave
3. Show condition issues - how wear patterns appear, any breaks in the textile
4. Ask me to qualify my confidence level - force me to distinguish between “I can see evidence of X” versus “this could be X”
5. Challenge initial assessments - exactly as you did here
The reality is that your hands-on material analysis (burn tests, examining construction under magnification, feeling the hand of the fabric) will always be more reliable than what I can determine from photographs.

