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enterprise ProtocolImpact Scope: Platform Architecture & CRO Benchmarks8 min read

Inside the platform: how Samsung's AI decisioning and journey orchestration stack drives measurable conversion gains.

A look at Insider One's unified CDP, AI decisioning (Sirius AI), and journey orchestration (Architect) — with published Samsung Galaxy Note 9 and regional deployment results, plus a cross-brand Adidas benchmark showing the mechanism repeats outside consumer electronics.

Insider OneSirius AICategory OptimizerWeb PushOnsite Experiments
#personalization#CDP#journey orchestration#cart recovery#AB testing#DTC

Samsung selected Insider One as a global partner to deliver AI-led, individualized cross-channel customer experiences — consolidating customer data from disparate sources into unified profiles that inform decisions across every channel. The headline results are worth citing, but the architecture underneath is what makes them repeatable across markets and device categories.

01 / ArchitectureThree layers, working together

Layer 1

Unified CDP

Web, app, and REST sources normalized into one 360° profile per customer — attributes, events, segments, engagement history.

Layer 2

Sirius AI

Next-best-channel and send-time decisioning per visitor, in real time, without a dedicated data science team.

Layer 3

Architect

Visual journey orchestration across 12+ channels — web, app, email, SMS, WhatsApp, paid — no custom development.

Without a unified profile layer, personalization fractures into disconnected, channel-specific guesses instead of one coherent view of each shopper. A shopper who abandons a cart on mobile can be re-engaged via web push, then followed up by email if there's no response — with Sirius AI deciding the sequencing inside Architect.

02 / Feature DetailCategory Optimizer & web push cart recovery

Category Optimizer dynamically rearranges navigation and category pages based on individual browsing behavior, surfacing relevant categories first — particularly valuable on small mobile screens. Web push is delivered via service worker even when a shopper isn't actively on-site, handling price drops, back-in-stock alerts, and cart-recovery nudges.

03 / BenchmarksResults across deployments

Samsung — Category Optimizer (mobile CVR)
+10%
Samsung — web push cart recovery
+24%
Samsung — web push CTR
+14%
Samsung AU — regional cart recovery
+24%
Adidas — Category Optimizer (mobile CVR)
+50.3%
Adidas — combined program AOV
+259%
275%
Increase in conversions within 20 days — Samsung Galaxy Note 9 combined campaign.
12+
Native channels orchestrated from one canvas — web, app, email, SMS, WhatsApp, paid.
2
Markets where the same web-push cart recovery mechanism independently hit +24%.
Deployment results, by feature and market
DeploymentFeatureResult
Global Galaxy Note 9 launchWeb push cart recovery+24% recovery, +14% CTR
Global Galaxy Note 9 launchCategory Optimizer+10% mobile CVR
Global Galaxy Note 9 launchCombined campaign+275% conversions / 20 days
Australia (regional)Web Conversion Suite + Web Push+24% cart recovery
Adidas (cross-brand)Category Optimizer+50.3% mobile CVR
Adidas (cross-brand)Combined program+259% AOV, +13% CVR

Adidas figures aren't Samsung results — included because they show the mechanisms repeat across different retail categories, not just one brand's traffic mix.

04 / DisciplineBuilt-in experimentation

Onsite Experiments (web) and Content Optimizer (app) embed AB testing directly into the platform, removing the developer bottleneck for every test. AI-driven Auto Winner-Selection — including multi-armed bandit testing beyond standard A/B/n splits — automatically scales the winning variant. This is what compounds gains over time: continuous, structured experiments across product, cart, and checkout, instead of one big campaign win.

Insider One performs best when the unified CDP, AI decisioning, and orchestration layers work together rather than being switched on piecemeal. Category Optimizer alone drives meaningful lift; it compounds when paired with cart-recovery push, AI send-time optimization, and continuous AB testing running underneath.

Deskulpt's founder led onboarding and integration of Insider One inside a live enterprise DTC environment from December 2023 to 2026, building out the testing and CRO team's experimentation cadence around the platform — and factors that operating experience into how we scope a rollout for clients evaluating it.

Sourcing note

Platform architecture and feature descriptions come from Insider One's own documentation and academy pages. Samsung and Adidas performance figures are from Insider's published case studies (insiderone.com/case-studies).

Frequently Asked Questions

What made Samsung's Insider One deployment work at scale?

Three layers working together, not deployed piecemeal: a unified customer profile (web, app, and REST sources normalized into one record), an AI decisioning layer (Sirius AI) picking next-best-channel and send-time per visitor, and a visual journey orchestration canvas (Architect) sequencing follow-up across 12+ channels without custom development.

Does Category Optimizer only work for consumer electronics?

No. Samsung's Galaxy Note 9 launch saw a 10% mobile conversion lift from Category Optimizer; Adidas, running the same feature, saw a 50.3% lift in mobile conversion rate. Same mechanism, different vertical — evidence it scales rather than being tied to one brand's traffic mix.

How much does web push cart recovery actually move revenue?

Samsung's global Galaxy Note 9 campaign saw a 24% increase in cart recovery rate and 14% increase in click-through from web push. The same mechanism, redeployed later in the Australian market via Insider's Web Conversion Suite, again produced a 24% cart recovery uplift.

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