Personalization review
Make the recommendation plan understandable.
Review where a recommendation would appear, which context is actually supplied and what the candidate records can support. Start with an example, not a claim of personal relevance.
Fictional plans · fixed candidate records · no model connected
SKU-01
SKU-02
SKU-03
Authored order · not a ranking
Change the plan. Keep its evidence visible.
Choose one of three fictional plans, then inspect context or candidate checks. Every item stays visible in the same authored order.
No model run. No preference learned. No recommendation delivered.
Fictional plans · fixed candidate records · no model connected
Product-page placement
Anchor product
SKU-01
SKU-01
SKU-02
SKU-03
Authored order · not a ranking
The anchor is supplied. Shopper context and permitted use are not. Inspect the fixed candidates without calling this a personalized result.
Questions before a trial
What source and permission evidence is missing for this placement?
What comparison and observation window would make a trial interpretable?
03 · Personalization review
A placement needs more than a product list.
Keep surface, purpose, source context, observation time and permitted use distinct. A missing shopper signal is not a preference, and a declared preference is not learned behavior.
Context and limits · P01
Placement
- Surface
- product-detail
- EX-PERS-P01#surface
- Placement
- below-product-details
- EX-PERS-P01#placement
- Purpose
- review-complementary-items
- EX-PERS-P01#objective
- Anchor product
- SKU-01
- EX-PERS-P01#anchorId
Supplied context and candidate order
- Declared shopper context
- Not supplied
- Not supplied
- Context observed at
- Not supplied
- Not supplied
- Permitted-use record
- Not supplied
- Not supplied
- Fixed candidate IDs
- SKU-01, SKU-02, SKU-03
- EX-PERS-P01#candidateIds
- Ordering basis
- authored-list-not-ranked
- EX-PERS-P01#orderingBasis
Model and measurement gaps
- Model version
- Not supplied
- Not supplied
- Experiment reference
- Not supplied
- Not supplied
- Outcome data
- Not supplied
- Not supplied
04 · Personalization review
See the candidate and the unresolved check together.
Original garment sketches sit beside the literal sample fields. An anchor duplicate, unavailable sample or unknown availability stays visible; no item becomes a live offer.
Authored order · not a ranking
SKU-01
This is the supplied anchor itself; inspect whether it belongs in the planned slot.
- Source product name
- Ink overshirt
- EX-PERS-SKU-01#name
- Category
- layer
- EX-PERS-SKU-01#category
- Color
- ink
- EX-PERS-SKU-01#color
- Sample availability
- true
- EX-PERS-SKU-01#sampleAvailable
- Catalog date
- 2026-05-14
- EX-PERS-SKU-01#catalogDate
- Asset-rights evidence
- Not supplied
- Not supplied
SKU-02
The fictional availability field is false. This is not live stock information.
- Source product name
- Lime tee
- EX-PERS-SKU-02#name
- Category
- top
- EX-PERS-SKU-02#category
- Color
- lime
- EX-PERS-SKU-02#color
- Sample availability
- false
- EX-PERS-SKU-02#sampleAvailable
- Catalog date
- 2026-05-14
- EX-PERS-SKU-02#catalogDate
- Asset-rights evidence
- Not supplied
- Not supplied
SKU-03
Availability is not supplied. Unknown does not become available.
- Source product name
- Sand trousers
- EX-PERS-SKU-03#name
- Category
- bottom
- EX-PERS-SKU-03#category
- Color
- sand
- EX-PERS-SKU-03#color
- Sample availability
- Not supplied
- Not supplied
- Catalog date
- 2026-05-14
- EX-PERS-SKU-03#catalogDate
- Asset-rights evidence
- Not supplied
- Not supplied
05 · Personalization review
An example is not an experiment result.
Agree an outcome, comparison group, exposure window and data owner before a separate trial. Model version, experiment reference and outcome data are not supplied in these examples.
Comparison group?
Not supplied
Exposure window?
Not supplied
Outcome?
Not supplied
Data owner?
Not supplied
06 · Personalization review
Take a reviewable plan to the responsible team.
Define the placement, inspect source and permission gaps, review the candidate records, then plan independent measurement. This page neither trains a model nor deploys a recommendation.
- 01
Placement
- 02
Context and limits
- 03
Candidate checks
- 04
What comparison and observation window would make a trial interpretable?
- Authorized source scope remains unresolved.
- Identity and permitted-use evidence need review; the withdrawn-use record does not allow contact.
- Catalog freshness, sample availability and asset-rights evidence do not establish a live offer.
- Model output and independent evaluation are not supplied. Local interaction cannot complete these gaps.
No model run. No preference learned. No recommendation delivered.
07 · Personalization review
Choose the next question to resolve.
Inspect catalog evidence, plan source fields or review an experiment context. No shopper profile is created and no activity is sent from this walkthrough.