Every non-passing row's query and judge reasoning, read category by category — generated by one LLM pass grouped by category, with real example queries quoted from this run.
The chatbot consistently fails to follow the required interaction protocol, specifically neglecting to initiate the mandatory skin quiz across all product recommendation queries. Additionally, the bot exhibits an inconsistent approach to providing educational content, often omitting either the general explanation of product selection or the specific product recommendations requested by the user. These recurring procedural gaps suggest a failure to adhere to a standardized conversational flow for skincare advice.
skin quiz never initiated before recommending3 queries
To provide a general explanation of how to find a good cleanser for your skin, initiate the skin quiz and provide a cleanser recommendation(s) based on the user's skin profile
≈ Partial
The chatbot provided recommendations but failed to provide a general explanation of how to find a good cleanser and did not initiate the skin quiz.
We've got some lovely cleansers that could be perfect for you, especially with your goals of tackling dryness, fine lines, and improving elasticity!
First up, we have the **Hyaluronic Fix Extreme4 Cleansing Cream** by Nip + Fab. This non-foaming cream cleanser is fantastic for dryness and fine lines, and it's suitable for combination, dry, and normal skin types. It's packed with hydrating ingredients like snow mushroom extract, glycerin, and hyaluronic acid to really boost moisture. Plus, it's free from volatile alcohol, essential oils, fragrance, and animal derivatives. Hyaluronic Fix Extreme4 Cleansing CreamNip + Fab£12.95
Another great option is our **Peptide Fix Melting Jelly Cleanser** by Nip + Fab. This oleogel cleanser is excellent for addressing dryness, dehydration, fine lines, and improving elasticity. It contains nourishing ingredients such as grape seed oil, sweet almond oil, liquorice extract, marshmallow root extract, anti-ageing peptides, sunflower seed oil, and vitamin E, all working together to leave your skin feeling soft and supple. It's also free from fragrance, volatile alcohol, and essential oils. Peptide Fix Melting Jelly CleanserNip + Fab£16.95
**Which of these cleansers sounds like the best fit for your skin?**
product_recommendation
16
1. Impaired Barrier
No
200
5.78s
{
"session_id": "auto-biz16_20260901_163736-b16-p1-1",
"business_id": 16,
"user_input": [
{
"USER SAYS": "Im looking for a cleanser"
}
],
"free_form_flag": true,
"user_profile": {
"skinType": {
"question": "How would you best describe your skin?",
"answer": "Dry/rough texture; experiences a distinct tight feeling immediately after cleansing"
},
"primarySkinGoals": {
"question": "What is your primary skin goal?",
"answer": "Hydrate dry skin"
},
"secondarySkinGoals": [
"Smooth fine lines",
"Improve elasticity"
],
"skinTone": {
"question": "What is your skin tone?",
"answer": "Light/fair"
},
"skinReact": {
"question": "How often does your skin typically react to new products?",
"answer": "Almost always"
},
"recentlyExperienced": [
"Flaky/scaly patches",
"Burning/stinging/warm feeling",
"Dehydration"
]
}
}
Full raw response
{"type": "debug", "debug": {"query": "Im looking for a cleanser", "sub_queries": [], "mode": "pre_plan_gate_passthrough"}}
{"product_info": [{"id": "4393", "product_name": "Hyaluronic Fix Extreme4 Cleansing Cream", "brand_name": "Nip + Fab", "rrp": "12.95", "current_price": 0.0, "discount": 0.0, "size": "150ml", "image_address": "https://cdn.shopify.com/s/files/1/0620/4306/2524/products/SKPOLYFIXBALM_1.jpg?v=1655411832", "external_id": 43154221564156, "demo_external_id": 57997036814685, "is_in_stock": true}, {"id": "4374", "product_name": "Peptide Fix Melting Jelly Cleanser", "brand_name": "Nip + Fab", "rrp": "16.95", "current_price": 0.0, "discount": 0.0, "size": "120ml", "image_address": "https://cdn.shopify.com/s/files/1/0620/4306/2524/files/PDPblockPeptidecleanser1.jpg?v=1711120395", "external_id": 45183576408316, "demo_external_id": 57997034684765, "is_in_stock": true}]}
We've got some lovely cleansers that could be perfect for you, especially with your goals of tackling dryness, fine lines, and improving elasticity!
First up, we have the **Hyaluronic Fix Extreme4 Cleansing Cream** by Nip + Fab. This non-foaming cream cleanser is fantastic for dryness and fine lines, and it's suitable for combination, dry, and normal skin types. It's packed with hydrating ingredients like snow mushroom extract, glycerin, and hyaluronic acid to really boost moisture. Plus, it's free from volatile alcohol, essential oils, fragrance, and animal derivatives. <<PLACE>>
Another great option is our **Peptide Fix Melting Jelly Cleanser** by Nip + Fab. This oleogel cleanser is excellent for addressing dryness, dehydration, fine lines, and improving elasticity. It contains nourishing ingredients such as grape seed oil, sweet almond oil, liquorice extract, marshmallow root extract, anti-ageing peptides, sunflower seed oil, and vitamin E, all working together to leave your skin feeling soft and supple. It's also free from fragrance, volatile alcohol, and essential oils. <<PLACE>>
**Which of these cleansers sounds like the best fit for your skin?**
To provide a general explanation of how to find a serum for glowy skin, initiate the skin quiz and provide a cleanser recommendation(s) based on the user's skin profile
≈ Partial
The chatbot provided the explanation but failed to initiate the skin quiz or provide a cleanser recommendation.
Achieving a radiant glow often comes down to a combination of good hydration, gentle exfoliation, and brightening ingredients.
For a serum to help your skin glow, you'll want to look for ingredients that support these areas:
* **Hydrating ingredients** like hyaluronic acid or polyglutamic acid can plump the skin, making it look smoother and more luminous.
* **Gentle exfoliants** such as AHAs (like lactic acid or glycolic acid) or PHAs can help remove dead skin cells, revealing fresher, brighter skin underneath. These should be used cautiously, especially if you're new to them.
* **Brightening ingredients** like Vitamin C, niacinamide, or alpha arbutin can help to even out skin tone and reduce dullness, contributing to a more radiant complexion.
A serum that incorporates one or more of these types of ingredients can certainly help you achieve that coveted glow!
Would you like me to recommend a skincare routine for you?
product_recommendation
16
1. Impaired Barrier
No
200
10.33s
{
"session_id": "auto-biz16_20260901_163736-b16-p1-2",
"business_id": 16,
"user_input": [
{
"USER SAYS": "Serum to make my skin glow"
}
],
"free_form_flag": true,
"user_profile": {
"skinType": {
"question": "How would you best describe your skin?",
"answer": "Dry/rough texture; experiences a distinct tight feeling immediately after cleansing"
},
"primarySkinGoals": {
"question": "What is your primary skin goal?",
"answer": "Hydrate dry skin"
},
"secondarySkinGoals": [
"Smooth fine lines",
"Improve elasticity"
],
"skinTone": {
"question": "What is your skin tone?",
"answer": "Light/fair"
},
"skinReact": {
"question": "How often does your skin typically react to new products?",
"answer": "Almost always"
},
"recentlyExperienced": [
"Flaky/scaly patches",
"Burning/stinging/warm feeling",
"Dehydration"
]
}
}
Full raw response
{"type": "debug", "debug": {"query": "Serum to make my skin glow", "sub_queries": [], "mode": "pre_plan_gate_passthrough"}}
Achieving a radiant glow often comes down to a combination of good hydration, gentle exfoliation, and brightening ingredients.
For a serum to help your skin glow, you'll want to look for ingredients that support these areas:
* **Hydrating ingredients** like hyaluronic acid or polyglutamic acid can plump the skin, making it look smoother and more luminous.
* **Gentle exfoliants** such as AHAs (like lactic acid or glycolic acid) or PHAs can help remove dead skin cells, revealing fresher, brighter skin underneath. These should be used cautiously, especially if you're new to them.
* **Brightening ingredients** like Vitamin C, niacinamide, or alpha arbutin can help to even out skin tone and reduce dullness, contributing to a more radiant complexion.
A serum that incorporates one or more of these types of ingredients can certainly help you achieve that coveted glow!
Would you like me to recommend a skincare routine for you?
Products recommended (product_info_json)
[]
3
Best serum for my skin
To provide a general explanation of how to find a good serum for your skin, initiate the skin quiz and provide serum recommendation(s) based on the user's skin profile
≈ Partial
The chatbot provided recommendations but failed to provide a general explanation of how to choose a serum and did not initiate the skin quiz.
We've got some fantastic serum options that could be perfect for addressing dryness, fine lines, and elasticity!
First up, we have the **Hyaluronic Fix Extreme4 Serum 2% by Nip + Fab**.
* This water-based serum is brilliant for tackling dryness and dehydration, which can often make fine lines more noticeable.
* It's packed with key ingredients like hyaluronic acid and glycerin, known for their powerful hydrating properties.
* Plus, it's free from fragrance and essential oils, making it a great choice if you have sensitivities.
Hyaluronic Fix Extreme4 Serum 2%Nip + Fab£22.95
Another excellent option is the **Ceramide Fix Serum 12% by Nip + Fab**.
* This creamy emulsion serum is designed to help with dryness and mild impaired barrier, which is crucial for elasticity.
* It features a blend of ceramides, niacinamide, and anti-ageing peptides, all working together to support your skin's health and reduce the appearance of fine lines.
* Like the Hyaluronic Fix Extreme4 Serum, it's also free from fragrance and essential oils.
Ceramide Fix Serum 12%Nip + Fab£29.95
**Which of these serums sounds more like what you're looking for?**
product_recommendation
16
1. Impaired Barrier
No
200
6.88s
{
"session_id": "auto-biz16_20260901_163736-b16-p1-3",
"business_id": 16,
"user_input": [
{
"USER SAYS": "Best serum for my skin"
}
],
"free_form_flag": true,
"user_profile": {
"skinType": {
"question": "How would you best describe your skin?",
"answer": "Dry/rough texture; experiences a distinct tight feeling immediately after cleansing"
},
"primarySkinGoals": {
"question": "What is your primary skin goal?",
"answer": "Hydrate dry skin"
},
"secondarySkinGoals": [
"Smooth fine lines",
"Improve elasticity"
],
"skinTone": {
"question": "What is your skin tone?",
"answer": "Light/fair"
},
"skinReact": {
"question": "How often does your skin typically react to new products?",
"answer": "Almost always"
},
"recentlyExperienced": [
"Flaky/scaly patches",
"Burning/stinging/warm feeling",
"Dehydration"
]
}
}
Full raw response
{"type": "debug", "debug": {"query": "Best serum for my skin", "sub_queries": [], "mode": "pre_plan_gate_passthrough"}}
{"product_info": [{"id": "4390", "product_name": "Hyaluronic Fix Extreme4 Serum 2%", "brand_name": "Nip + Fab", "rrp": "22.95", "current_price": 0.0, "discount": 0.0, "size": "50ml", "image_address": "https://cdn.shopify.com/s/files/1/0620/4306/2524/products/HYALURONIC_SERUM.jpg?v=1680019344", "external_id": 43154221859068, "demo_external_id": 57997036487005, "is_in_stock": true}, {"id": "4378", "product_name": "Ceramide Fix Serum 12%", "brand_name": "Nip + Fab", "rrp": "29.95", "current_price": 0.0, "discount": 0.0, "size": "50ml", "image_address": "https://cdn.shopify.com/s/files/1/0620/4306/2524/files/Packshot-CeramideSerum.png?v=1687868506", "external_id": 44450741584124, "demo_external_id": 57997035143517, "is_in_stock": true}]}
We've got some fantastic serum options that could be perfect for addressing dryness, fine lines, and elasticity!
First up, we have the **Hyaluronic Fix Extreme4 Serum 2% by Nip + Fab**.
* This water-based serum is brilliant for tackling dryness and dehydration, which can often make fine lines more noticeable.
* It's packed with key ingredients like hyaluronic acid and glycerin, known for their powerful hydrating properties.
* Plus, it's free from fragrance and essential oils, making it a great choice if you have sensitivities.
<<PLACE>>
Another excellent option is the **Ceramide Fix Serum 12% by Nip + Fab**.
* This creamy emulsion serum is designed to help with dryness and mild impaired barrier, which is crucial for elasticity.
* It features a blend of ceramides, niacinamide, and anti-ageing peptides, all working together to support your skin's health and reduce the appearance of fine lines.
* Like the Hyaluronic Fix Extreme4 Serum, it's also free from fragrance and essential oils.
<<PLACE>>
**Which of these serums sounds more like what you're looking for?**
Another great option is our **Peptide Fix Melting Jelly Cleanser** by Nip + Fab. This oleogel cleanser is excellent for addressing dryness, dehydration, fine lines, and improving elasticity. It contains nourishing ingredients such as grape seed oil, sweet almond oil, liquorice extract, marshmallow root extract, anti-ageing peptides, sunflower seed oil, and vitamin E, all working together to leave your skin feeling soft and supple. It's also free from fragrance, volatile alcohol, and essential oils.