Solutions

What changes once ParticleSearch is live on your storefront.

Every solution maps to a real storefront problem. Here is how ParticleSearch improves storefront search, catalog freshness, and merchant visibility.

Storefront speed

< 20ms search latency

Addressed
Catalog freshness

~1s sync propagation

Addressed
Search visibility

Dashboards that show gaps

Addressed
Everything we fix

Faster search. Fresher catalog. Clearer visibility.

Every failure pattern above has a corresponding fix. Faster retrieval for lag. Typo tolerance for dead ends. Webhook sync for stale catalogs. A dashboard for the invisible gaps.

Storefront speed
1 to 20ms per query, measured. No guessing.

< 20ms

search latency

Search results in under 20ms

Retrieval is tuned for quick product lookups. Results appear fast enough that shoppers trust search as the fastest path to the right product, not something they avoid.

1 to 20ms per query, measured. No guessing.
Real-time freshness
Webhook fires → index updated in ~1s

~1s

sync propagation

Catalog sync in about 1 second

Shopify webhook-driven sync moves product edits, price changes, and stock updates into search fast enough that shoppers see the same catalog your staff manages.

Webhook fires → index updated in ~1s
Intent recovery
"snikers" corrected to "sneakers" with results

Recovered

messy queries

Typos do not become dead ends

Misspellings and rushed mobile input do not need to return zero results. Search recovers the intended query and shows a corrected path so the session keeps moving.

"snikers" corrected to "sneakers" with results
Deep discovery
SKU, color, material, size -- all indexed

Beyond titles

deep indexing

Search sees SKU, variant, and metadata

Title-only search misses half the catalog. ParticleSearch indexes variants, SKUs, tags, and product details so technical and option-heavy catalogs stay fully discoverable.

SKU, color, material, size -- all indexed
Search hygiene
Draft + sold out → automatically filtered

Cleaner

result quality

Hidden products stay out of search

Draft, sold-out, and storefront-invisible products are filtered before results reach shoppers. Search surfaces only what a shopper can actually find and buy.

Draft + sold out → automatically filtered
Search visibility
Dashboard: no results + ignored demand surfaced

Visible

search gaps

You see what shoppers cannot find

Zero-result queries, ignored results, and catalog sync gaps surface in your dashboard. Search quality becomes measurable and improvable instead of invisible.

Dashboard: no results + ignored demand surfaced
B2B and technical
"REF-404" → product page, no browsing needed

Exact

part number match

Exact part numbers find the right product

Professional buyers search by SKU or part number. Exact identifier matching takes them directly to the product instead of forcing them to browse or filter.

"REF-404" → product page, no browsing needed
Structured refinement
Facets: brand, price, size, color -- all live

Structured

browse refinement

Filters and sort when results need narrowing

Full-page search gives shoppers facets, price ranges, and sort controls. Results go from a broad set to the right product without starting a new search.

Facets: brand, price, size, color -- all live
Shorter path to cart
Search result → cart in one click

Shorter

path to cart

Quick add to cart from search results

When a shopper already knows what they want, they can add to cart directly from the search result and keep moving. One less page load per purchase.

Search result → cart in one click
Fast install
Install → approve → live in minutes

Minutes

to live search

No theme rebuild required

Standard Shopify app flow: connect, approve billing, and search deploys to your storefront automatically. No Liquid code, no developer, no busywork.

Install → approve → live in minutes
Intent understanding
"water resistant" → matches "rain shell"

Smarter

intent matching

Semantic search reads between the lines

Hybrid vector and keyword search matches shopper intent, not just exact words. “water resistant jacket” still finds the right product even when the title says “rain shell.”

"water resistant" → matches "rain shell"
Merchant ranking
Boost "winter coat" results for "jacket" query

Manual

ranking control

You decide which products rank first

Boost, pin, or hide products per query. Priority items, seasonal promotions, and clearance sales get the visibility they deserve, without a code deploy.

Boost "winter coat" results for "jacket" query
Collection-aware filters
Apparel: size + color · Electronics: specs + brand

Adaptive

filter profiles

Filters adapt to each collection

Different collections get different filter profiles. Apparel gets size and color. Electronics gets specs and brand. Filters match the shopper’s context, not a one-size-fits-all list.

Apparel: size + color · Electronics: specs + brand
Prioritized guidance
Zero results: 43 visits → "redirect to /sale"

Ranked

fix queue

A fix queue that tells you what to do next

Search surfaces a ranked list of issues: zero-result queries with traffic, ignored results, filter dead-ends. Each one links directly to the fix surface so nothing gets lost.

Zero results: 43 visits → "redirect to /sale"
Search-to-revenue
"wireless headphones" → $2,400 in attributed revenue

Attributed

search revenue

Revenue attribution shows which queries produce sales

A Shopify Web Pixel tracks completed orders and connects them back to the search session. See exactly which queries, products, and search actions produced revenue, not just clicks.

"wireless headphones" → $2,400 in attributed revenue
Guided browsing
"You might also like" with real catalog products

7 strategies

recommendation types

Product recommendations drive discovery

Seven recommendation strategies — similar products, frequently bought together, trending, best sellers, new arrivals, complete the look, and cart cross-sell — appear in search and as standalone blocks on any page.

"You might also like" with real catalog products
Experiment-driven search
Control: 50% · Variant A: 50% → 12% CTR lift

Tested

before rolling out

A/B testing proves what works

Run controlled experiments on search ranking and recommendations. Assign traffic percentages, compare variants side by side, and measure CTR, orders, and revenue before rolling out.

Control: 50% · Variant A: 50% → 12% CTR lift
Content search
"sizing guide" → article + relevant products

Unified

product + content results

Content appears alongside products

Blog articles, size guides, and Shopify pages appear in search results alongside products. Shoppers find your guides and policies without leaving the search bar.

"sizing guide" → article + relevant products
Merchandising rules
Holiday sale: boost + banner + CTA, auto-expires Jan 2

Scheduled

campaign rules

Campaigns and merchandising manage promotions

Schedule seasonal promotions, campaign banners, and curated product placements with audience targeting. Rules activate and expire automatically — no theme edits, no code deploys.

Holiday sale: boost + banner + CTA, auto-expires Jan 2
One-click tuning
Precision: exact-match priority · Discovery: broad intent

6 profiles

one-click presets

Search profiles tune behavior in one click

Six pre-built search profiles — Balanced, Precision, Discovery, Variant-rich, Technical, Content-rich — each tuned as a complete ranking, typo tolerance, and recovery profile. Switch in one click.

Precision: exact-match priority · Discovery: broad intent
Safe publishing
Pre-publish check: golden queries pass → publish OK

Protected

publish safety

Publish with safety nets and rollback

Golden queries automatically verify search still works before and after every change. Roll back any publish in one click if something breaks. Every change is versioned and recoverable.

Pre-publish check: golden queries pass → publish OK
Zero-character discovery
Tap search bar → trending products + categories shown

Instant

idle discovery

Idle discovery guides shoppers before they type

Before shoppers type a query, search shows recent products, trending items, category shortcuts, and suggestion chips. Discovery starts from the first tap, not after the first query.

Tap search bar → trending products + categories shown

See every detail

The capability library covers storefront, catalog, and review surfaces in full.

See the complete breakdown of what ParticleSearch does on your store today.

View all capabilities