Boost AI Search & Filter — Internal Review Research & Evidence

INTERNAL WORKING FILE. This is not the publishable review.

Review Record

• App: Boost AI Search & Filter (in-app name also appears as “Boost AI Search & Discovery”)
• Developer: Boost Commerce
• Category: Search & Product Discovery
• Human reviewer / assignee: Rakibul H. Rocky (per src/lib/authorAssignments.ts)
• ClickUp task: not linked in this session
• Shopify App Store: https://apps.shopify.com/product-filter-search
• Research date: 2026-10-06
• Last verified: 2026-10-06

Human Testing & Evidence

Testing level

• Level 1 — Full Hands-On Test
• Level 2 — Partial Hands-On Test
• Level 3 — Demo and Documentation Review
• Level 4 — Research-Only Evaluation
• Level 5 — Insufficient Evidence

Merchant decision question: Can a Shopify merchant get Boost’s search and filters installed without a developer, and which plan do they actually need?

Realistic scenario tested: Install Boost on a Shopify development store with almost no sales, go through onboarding, check the trial offer, install all features on the live Dawn theme with the Default template, then inspect the admin areas.

What was tested (all evidenced by screenshots, 2026-10-06):

1. Plan screen: Launch $159/month “for up to $50K in monthly GMV”; Convert $299/month “for up to $100K in monthly GMV” (Most popular); Estimated Base GMV “still calculating”; trial panel: 21-day trial ends October 27, 2026; extra trial features: AI-Personalized search, AI-Personalized recommendation, AI-Personalized product bundles, Variant display.
2. “Start free trial & unlock all features” opened “Subscribe – Monthly payment” modal: redirect to Shopify to confirm; Base GMV $2.04 (avg. order values from past 3 months); Convert package $299.00, name Convert_4, GMV limit up to $100K; discount code field; total $299.00 monthly billing. Reviewer pressed Cancel.
3. Reviewer pressed Skip.
4. Feature selection: Filters on Collection page, Filters on Search page, Instant search, Others (Recommendations, Bundles and more) — all ticked → Install.
5. Theme dropdown: Dawn (OS 2.0) Live Theme, Debut (vintage theme) (OS 1.0), Test data (OS 2.0). Chose Dawn. Warning: Boost recommends installing on an unpublished theme first. Pressed Setup features.
6. Template design: Default (2.55.11) Most popular — selected; Wave Tech (1.78.11, Shopify Warehouse theme); Vista (1.24.11, Venue); Timeless (1.23.11, Testament); more below. Pressed Install feature now.
7. Dashboard: tabs Filters, Search, Merchandising, Personalization, Campaign planner (New), Analytics, Integration, Settings. Get-started checklist 0 of 3 (filter tree 0/2, search engine 0/2, recommendation widgets 0/1). Sync: last synced 4 minutes ago. Plan card: “Launch 1 — Trial”, 21 days left.
8. Search tab: Enable AI-powered search toggle on. Relevance settings (standard) On, Semantic search (AI) On, Search personalization Off, Product performance ranking Off, Search merchandising row. “Test your search” button.
9. Personalization tab: “Premium” badge; metrics allocation conversion rate High, add-to-cart rate Medium, click-through rate Low.
10. Campaign planner: empty state; guide says campaigns bundle merchandising rules, recommendation widgets and bundle offers and open/close on a schedule.
11. Analytics: App impact, all zero, last 90 days; Ignore IPs, Export.
12. Integration: Dawn (Live Theme) Boost version TURBO, Edit; Test data and Debut not integrated yet, Integrate buttons; Manage template button.
13. Settings: Account details, Subscription, App preferences, Sync overview, Global selling, Wholesale selling, Translation, Metafields and Metaobjects, Sort by options, Variants display, Swatches.

What was not tested: storefront filter/search output; instant search widget; search quality or typo tolerance; filter tree editing; merchandising rules; recommendation widgets; bundles; campaigns; analytics accuracy; page speed; mobile; Debut/vintage theme; plan approval and billing; support.

Testing limitations: development store with near-zero sales; no time-to-install recorded; screenshots carry the reviewer’s red highlight boxes.

Evidence Inventory & Public Authenticity Plan

Public evidence safety

• Shopify admin sidebar (account name) cropped from all public screenshots.
• “Welcome, [name]” greeting painted out on the dashboard screenshot.
• Screenshots came from the actual test.
• No screenshot is decorative.

Official Sources

• Shopify App Store listing (seen 2026-10-06): https://apps.shopify.com/product-filter-search
• Pricing page: https://boostcommerce.net/pages/pricing
• Help: https://support.boostcommerce.net/en/articles/16450543-approving-your-plan-in-shopify
• Help: https://support.boostcommerce.net/en/collections/9437024-onboarding

Baseline Research (listing, 2026-10-06)

• Rating 4.7, 1,635 reviews; Built for Shopify; launched January 17, 2017.
• Categories: Search and filters; Navigation and menus.
• Works with: Klaviyo, Yotpo, Judge.me, Loox, Growave, Reviews.io, Weglot & Langify, Shopney & Vajro, product label apps.
• No free plan. 21-day free trial.
• Listing plans: Launch $29/month (up to $159) under $50K GMV; Convert $299/month (up to $599) under $400K GMV; Accelerate $699/month (up to $1,499) under $2.5M GMV.
• Accelerate adds AI-personalized search/recommendations and other premium items.

Pricing discrepancy (unresolved, handled editorially)

• Listing: Launch from $29 inside the under-$50K band.
• In-app (this store): Launch shown at $159 “for up to $50K”.
• Boost website: shows different figures again (Convert $239, Accelerate $399 up to $650K) — likely a different band or stale; not used.
• Article states the in-app figures as observed, mentions the listing’s $29 starting point, and tells merchants to confirm in their own admin. Accelerate quoted from listing only.

Plan approval behaviour (help article)

• Skipping approval: no charge, 21-day trial continues.
• On Launch, skipping keeps Launch features during the trial.
• On Convert/Accelerate, full access during trial either way; approval keeps access after day 21.

Merchant Feedback Patterns (paraphrased, not for quoting)

Common positives: support team helps with theme and translation issues; long-tenured merchants (multi-year) keep praising support; one notes custom themes make implementation harder but staff respond quickly.

Common complaints (1–3 star, Oct 2025 – Sep 2026): price increases tied to GMV/product limits and tier changes; custom-theme changes needing Boost developer work; some reports of layout/product-visibility problems after install; slow support in some cases; one recent merchant felt the result was no better than native filtering.

Editorial Evaluation

Strengths

1. Guided install: features → theme → template, no code in the flow.
2. AI search on by default with clear ranking-factor table.
3. Wide admin scope (merchandising, campaigns, B2B, markets, metafields, swatches).

Limitations

1. “Start free trial” CTA leads to approving $299 Convert even on a near-zero store.
2. Installs straight onto the live theme if selected; warning only.
3. AI personalization and variant display sit on the top tier.
4. GMV-based pricing climbs; public complaints match.

Best Fit

Growing catalog stores where search and filtering drive sales, with budget for Convert-level pricing.

Poor Fit

Very small stores whose needs Shopify’s free Search & Discovery app already covers; merchants without time to test on a duplicate theme.

Thumbnail Concept & Prompt (to be generated by a human)

Concept: A shopper stands in a vast, softly lit archive hall of tall shelves. Before them, warm light falls along one clear aisle as if the shelves have sorted themselves, while the rest of the hall fades into haze. Far ahead, a faint translucent gateway marks a higher level of the archive that is only partly visible. In the upper sky through a high window, a large soft swirl derived from Boost’s verified red-orange circular mark appears as a pastel coral cloud formation, feathered and partly dissolved.

Prompt: Editorial fine-art oil painting, vintage art-book illustration style. A small lone shopper stands at the start of a vast, quiet archive hall of tall shelves; warm afternoon light falls along one clear aisle as though the shelves have arranged themselves, while the rest of the hall dissolves into haze. Far ahead, a faint translucent gateway hints at a higher, partly hidden level. Through a tall window in the upper background, a large soft circular swirl formed from clouds and haze, tinted a pale pastel coral softened into cream light, about 20–25% of the canvas width, with feathered, partially dissolved edges, varied opacity and low contrast. The whole image must look visibly blurry and abstract, not merely a blurred background: soft focus, broad brush masses, imperfect edges, visible brushwork, canvas texture, pigment variation. Foreground softly defined, middle ground loose brush masses, background very soft color fields. Muted palette of warm cream, ivory, beige, ochre, dusty teal, sage, terracotta and muted brown. Soft directional afternoon light, long gentle shadows. Wide 16:9 asymmetrical composition with generous negative space and one clear focal point that reads at small size. No text, no letters, no numbers, no UI, no logos, no readable typography. No photorealism, no 3D render, no glossy digital painting, no hyper-detail, no neon.

Note: verify Boost’s logo color from an official brand source before generating; the screenshots show a red-orange circular mark.

File: /images/reviews/boost-ai-search-filter/boost-ai-search-filter-review-thumbnail.webp — generated by the human reviewer from the prompt above (1280×720), converted to WebP and added to the review frontmatter on 2026-10-06.