← Product Evolution

v3.8 · Iteration Jun 22, 2026 → Jul 5, 2026

DeepChatBI Product Evolution — Version 3.8

Shopify install hardening, Klaviyo ad-decision data layer, pixel monitoring with DQC, and multi-channel connector expansion—closing the loop from onboarding to daily budget moves.

Version 3.8 strengthens the ad decision spine for Shopify brands: faster onboarding, cleaner data, reliable pixels, and the Klaviyo + paid-media context operators need before they ship a budget move.

Strategic Milestone: Install → Workspace → Decisions

ProfitOS onboarding now routes merchants directly into the workspace after Shopify install—no detour through a generic login screen.

What improved:

  • Silent post-install auth: Embedded Shopify sessions bind to the correct operator account instead of creating duplicates
  • Connection metadata reliability: Ingestion records and warehouse mirrors stay in sync when stores reconnect or update credentials
  • Billing state consistency: Subscription updates reflect immediately after checkout

The benefit: Merchants go from App Store install to Ad Decision Center in minutes—not days of IT follow-up.

Klaviyo + Ad Decision Data Layer

Lifecycle and paid media no longer live in separate mental models. This release extends the data warehouse and product surface for Klaviyo-aware ad decisions.

Warehouse & ontology

  • Klaviyo event facts and gold-layer marketing subjects for cross-channel analysis
  • Ontology alignment so email, ads, and Shopify orders share one decision vocabulary

Product surfaces

  • New Klaviyo reporting views in the workspace
  • User-journey detail panels with reactivation and recommendation lists tied to paid acquisition context

The shift: Retention signals inform where the next ad dollar goes—not a separate retention dashboard.

Pixel Reliability & Data Quality (DQC)

Ad decisions are only as good as the events beneath them. Version 3.8 invests in observable, recoverable tracking.

Frontend & backend pixel split

  • Dedicated FE pixel service with CI/CD, decoupled from core app releases
  • Backend pixel configuration migrated under unified DeepChatBI control (formerly scattered ProfitOS settings)

Monitoring & DQC

  • Pixel ingestion alerts for ops and engineering
  • Data Quality Control checks on pull pipelines—failed loads surface before they pollute MER/POAS
  • Batch landing pattern: normalized crawl/API outputs staged locally, then loaded to the warehouse on schedule

The benefit: When a campaign looks wrong, operators trust the signal—not wonder if the pixel broke.

Multi-Channel Connector Expansion

We continued P1 connector work so Google & Meta are not the only levers in the Ad Decision Center.

Progress this cycle:

  • Snapchat: Approved and integration underway
  • Amazon Ads (NA): Review submitted; data acquisition path in development
  • Reddit & Criteo: Application materials submitted; awaiting platform review
  • LinkedIn, Microsoft Ads, Twitter/X: Review pipelines initiated

CRM & outbound infrastructure:

  • Merchant directory scale-up (structured catalog for ICP-targeted outreach)
  • Email Agent pipeline for segmented, report-backed cold outreach—without blasting undifferentiated templates

AI Pipeline & ChatBI Hardening

  • AI pipeline scheduling and retry for failed agent tasks
  • ChatBI metric configuration edge cases and bad-case fallbacks
  • Agent analysis depth improvements for campaign and budget questions

Official Site & Design System

The marketing site narrative now matches the product: Shopify ad decisions, not generic BI.

  • Homepage repositioned around Ad Decision Center and traffic-light budget moves
  • Design system iteration with showcase pages rolling out incrementally
  • FE tracking for key conversion paths (install, demo, workspace entry)

Team & Operating Rhythm

  • Data warehouse capacity expanded to support Klaviyo gold subjects and connector volume
  • H2 OKR planning aligned GTM, product, and data roadmap around daily ad decisions for Shopify DTC

Infrastructure & Security

  • Code review standards documented across FE/BE
  • Nginx proxy hardening for third-party enrichment APIs used in CRM workflows
  • Server and pixel alert routing with acknowledgment flows for on-call clarity

What's Coming in Version 3.9

  • TikTok + Meta ontology and Action reports in Profit World Model
  • Ad Decision Agent focus restored after Klaviyo recall maintenance mode
  • Long-lived Meta auth and outbound (LinkedIn / cold email) instrumentation
  • DataLab isolation and ChatBI/pixel reliability for operator trust

Core Vision

DeepChatBI is the ad decision OS for Shopify.

We connect store truth, paid media, and lifecycle context—then rank the budget move you should ship today.

Open Workspace · Book a Demo · Install on Shopify

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