DeepChatBI Product Evolution — Version 3.9

Version 3.9 recenters the product on a single decision spine: Google, Meta, and TikTok ad actions that operators can ship—while lifecycle (Klaviyo) stays valuable but no longer splits engineering focus.

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Strategic Milestone: One Spine, Not Two Fronts

After shipping Klaviyo Profile Recall and Flow-adjacent agents earlier in the cycle, we paused further retention feature expansion. Maintenance continues; new R&D capacity returns to advertising decision agents.

Operating principle this sprint:

• Customer demand → white-glove delivery → reusable warehouse & agent assets → repeated validation → PMF → standardized delivery
• Agent-assisted workflows across CRM: ontology modeling, AI ETL health, PRD design, and LinkedIn outreach automation

The benefit: The team ships one coherent Ad Decision OS instead of splitting capacity across two unfinished PMFs.

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TikTok + Meta Ontology → Actions in Profit World Model

Paid-media ontology for TikTok Ads and Facebook/Meta Ads moved from design to executable product surface.

Warehouse & ontology

• Dimension tables and source-table foundations for TikTok advertising
• Shared decision vocabulary so Meta/TikTok entities map cleanly into cards and action reports
• Design docs → ontology assets → configured cards → Action reports surfaced in Profit World Model

Agent & backend actions

• Google Ads action path continued hardening
• Backend Meta / TikTok action operations added to the agent analysis stack
• TikTok skills + SQL generation for analysis workflows
• Algorithm removal / decision results written to MySQL where required for execution loops

The shift: TikTok and Meta are no longer “connectors only”—they enter the same traffic-light action loop as Google.

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Facebook Auth Hardening (Long-Lived Tokens)

User 60-day re-auth was a reliability cliff for Ads → BigQuery → ChatBI.

What we shipped / decided:

• Early expiry notices (≈7 days) with email + in-app messaging so operators re-authorize before pipelines go dark
• Architecture guidance: prefer Business Manager System User tokens for the Ads → warehouse → ChatBI path instead of short-lived user tokens

The benefit: Attribution and budget recommendations stay online when individual logins would have expired silently.

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Pixel, ChatBI & Tracking Fidelity

Ad decisions still depend on event truth. This cycle closed several production gaps.

Pixel & journey completeness

• Core-path pixel coverage expanded; FE/BE tracking fields enriched (visit_type, visit_name)
• Journey gaps vs lifecycle platforms reviewed; deployment path for the next pixel package prepared
• Alignment work started so GA4 and first-party pixel can cross-check funnels (checkout friction, drop-off)

ChatBI quality

• Chat history filters intermediate agent artifacts so operators see answers—not raw tool logs
• Guardrails to keep customer-facing chat surfaces in English (no leaked intermediate-language noise)
• Recall / RACell configuration surfaces for retention-adjacent diagnostics where still needed for design partners

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DataLab Isolation, Notifications & Commerce Ops

DataLab FE split

• DataLab frontend separated and deployed with data-layer isolation
• Production and test hosts for safer admin and pipeline operations

In-app messaging & billing

• In-app notification FE/BE shipped for ops alerts (e.g., Meta token expiry)
• Payment success and renewal emails; Shopify trial / install deep-link parameters hardened (email= on App Store install flows)
• RetentionOS materials submitted for review

Cost & pipeline ops

• BigQuery frequency control and CRM cost visibility to keep warehouse spend predictable
• AI Pipeline: BigQuery-backed logs/results, failure retries, auto start/stop, workflow split by flow type

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Multi-Channel Connectors & CRM Outbound

Connector progress:

• Snapchat integration completed earlier in the window; LinkedIn / Twitter permission and attribution work continued
• Amazon Ads (NA) remained in pre-release / translation path toward listing
• TikTok attribution decision design docs with mapping to live campaign tables

CRM & GTM infrastructure:

• Linked API workspace for target ICPs, conversation sync, and post history (ops can review results; search remains device-bound)
• Merchant directory / QDC refactors; FetchTask removal for cleaner CRM jobs
• Cold-email / GTM mail pipelines iterated (Klaviyo naming, send visibility, daily automation checks)
• Upwork + DTC pipeline active for white-glove analytics engagements that feed back into product assets

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Official Site & Social Presence

• Marketing site pricing footer and conversion UX polish
• LinkedIn company page live with first content batch; X/Twitter reply + list strategy after Communities sunset
• Historical ICP engagement on social as a seeding channel—not spray-and-pray

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Team & Focus

• Warehouse + FE capacity onboarded to own ad-journey code, TikTok/Meta surfaces, and ChatBI reliability
• Community / social operations launched with LinkedIn + X as primary channels
• Hiring signal: commercial/GTM and data-warehouse capacity remain open roles so founders stay on traction and investor updates

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What's Coming in Version 3.10

• TikTok + Meta Action reports fully live in Profit World Model cards for daily operators
• System User token path as default for Meta Ads ingestion
• Amazon Ads (NA) production attribution in the decision loop
• Cold email + LinkedIn outreach with measurable weekly send/reply attribution
• Pixel ↔ GA4 reconciliation views for checkout drop-off questions

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Core Vision

DeepChatBI is the ad decision OS for Shopify.

One spine: store truth + paid media (Google, Meta, TikTok) + enough lifecycle context to rank the budget move you ship today.

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