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The retail decisioning layer

One system decides what each shopper sees. Most retailers run four or five separate tools.

Search in one tool, recommendations in another, pricing in a third, ads bolted on top — nobody owns the order products appear in, and the margin leaks between them. Particular Audience replaces that patchwork with a single decision: a Unified Decision Engine that scores relevance, inventory, margin and sponsored demand in one pass, on every surface, including the AI assistants now doing the shopping.

Search & Discovery Case Studies

Transformer vector search case studies: null-result reduction, query coverage and revenue per search session.

ATS

Adaptive Transformer Search

Unleash the power of LLMs and cutting-edge AI for intuitive and automatic product search.

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SEARCH

Multi-Brand Fashion AB Test vs. Salesforce Commerce Search

We partnered with a leading multi-brand fashion retailer using Salesforce Commerce Cloud's native search to harness the power of large language models and drive a more intuitive search experience.

Search query coverage sky-rocketed without the need for extensive synonym and hard-code redirect rules that had burdened the team previously.

In the AB test, Particular Audience outperformed Salesforce Commerce Cloud with an incremental $1.7m in incremental revenue from search.

SEARCH

+7.7%

Increase in Conversion Rate

+$1.7m

Incremental Revenue

20x

ROI

2%

Zero Result Rate

SEARCH

Adaptive Transformer Search in Outdoor Equipment

We partnered with Australia's Largest Camping, Hiking and Outdoor Equipment retailer, the diverse product range created challenges for search catering to customers looking for everything from Camping & Outdoor Gear to Caravan and RV Supplies to Electrical Accessories for 4x4s and vans.

We were able to train ATS on more than 160k positive sentence pairs which had a huge impact on the model and vector embeddings straight out of the gate.

Mate. Wow. After some brief testing this search is incredible

\- Sean Fisher \- Marketing Director

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SEARCH

-86%

Drop in Zero Result Searches

+52%

Increase in Revenue per Search Session

76%

Click Through Rate

2.58

Average Click Position

SEARCH

Adaptive Transformer Search in Multi-Brand Electronics

We partnered with a leading consumer electronics retailer to launch Adaptive Transformer Search (ATS) as an improvement to their prior personalized keyword site search.

ATS increased search attribution by +21.7%. We saw overall attribution to PA (including recommendations) increase by +13.3% demonstrating that the increase in search attribution was part of an overall increase in revenue.

In one week we successfully 'rescued' 373 search queries from zero results. Better yet, for these queries, we saw a 98% CTR.

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SEARCH

+21.7%

Lift in search revenue

+13.4%

Increase in search conversion rate

373

Rescued zero search terms in one week

98%

Click through rate on rescued terms

NAVIGATION

Dynamic Navigation & Menu Personalization

Menu personalization is something often overlooked on an eCommerce site, but the busier menus are, the less useful they become.

Particular Audience leverages search, browse and historic purchase signals to reorder navigation constituent ranking. Enabling a more convenient and personalized shopping journey increases customer loyalty and converts more often.

The brand menu is pay-to-play, lifting engagement even increases vendor monetization recurrence.

The online shopping operating environment has toughened arising from the return to physical shopping. This means KrisShop really needs to up our game in traffic conversion, which is Particular Audience’s forte.

\- Siauheong Pok \- CEO & Shopkeeper

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NAVIGATION

+8%

Lift in Navigation Click Through Rate

+6.3%

Increase in Navigation Conversion Rate

PLP

Listing Page Personalization in Groceries

We partnered with DACH regions leading farm to table, organic online grocer to power onsite product recommendation and make listing pages dynamic to consumer intent. For example, the top row of the bakery section would reshuffle to show burger buns up top if a customer had just added mince to their cart.

A magically relevant user experience that drove a whopping 71.61% click conversion rate, on a click through rate of 3.88%.

Dynamic re-ranking would simply disappear as soon as a customer began to use facets and filters thereafter.

PLP

3.9%

Click Through Rate

71.6%

Click Conversion Rate

+183%

Higher Conversion to PDP Recommendations

+163%

Higher Conversion to Homepage Personalization

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