v3.6 · Iteration May 25, 2026 → Jun 7, 2026
DeepChatBI Product Evolution — Version 3.6
From data insights to actionable intelligence—accelerating the Profit World Model with AI pipeline upgrades, MCP readiness, and multi-channel expansion.
Strategic Milestone
Validated globally, accelerating toward autonomous profit decisions
This iteration marked significant progress in building the next generation of AI-native analytics for commerce operators.
Following successful validation with key partners in the US and Europe, DeepChatBI is accelerating its roadmap to unify multi-channel commerce data into autonomous profit decisions.
The platform is evolving from insight delivery into actionable intelligence—where attribution, inventory, and ad economics connect inside one operating loop.
AI Agent & Platform Evolution
Advanced AI Pipeline Distribution
We successfully upgraded the AI Pipeline architecture. This is not just faster queries—it is personalized decision intelligence at scale.
New capabilities:
- Context-aware workflows: User-level initialization ensures the AI Agent understands each store’s business nuances from day one
- Scalable agent deployment: Enhanced framework support for high-frequency, complex decision tasks across attribution and inventory management
MCP (Model Context Protocol) Readiness
DeepChatBI is actively integrating with the Model Context Protocol.
Strategic direction:
- Ecosystem interoperability: Exposing SKU analysis and profit logic via MCP
- Commerce Decision Brain: Transitioning from a standalone tool into infrastructure that can power third-party AI agents and platforms
Expanding the Data Universe
Amazon Integration (Coming Soon)
By popular demand from Fractional CFO partners and multi-channel brands, we are finalizing the Amazon Direct Connector.
Planned capabilities:
- Unified profitability: SKU-level contribution margins bridging Shopify brand-building and Amazon fulfillment
- Full-funnel visibility: Amazon inventory and order data integrated to prevent ad waste on out-of-stock items
Klaviyo Lifecycle Attribution
We are expanding Klaviyo integration to move beyond last-click attribution.
The goal:
Truly understanding how email engagement interacts with paid Meta/Google touchpoints to drive long-term LTV—not just campaign-level ROAS.
Reliability & Data Governance
Security Architecture Hardening
As part of our commitment to enterprise-grade security, we completed a comprehensive refactoring of the data persistence layer.
Improvements:
- Safe data masking: New DTO-based desensitization layer keeps sensitive user credentials immutable and secure during system-wide administrative syncs
- Proactive defense: Strengthened transactional integrity to maintain 100% data reliability under high-concurrency environments
Historical Accuracy Optimization
We refined backfill logic for Google Ads metadata.
DeepChatBI now better distinguishes between transient campaign states and immutable historical performance—ensuring Action History remains a perfect record of truth.
Market Traction & GTM
Partner Case Study Validation
Recent validation from a $5M+ ARR brand partner showed a 99% reduction in wasted brand-ad spend within 24 hours of implementing DeepChatBI’s AI recommendations.
Market signals:
- Inbound momentum: The “Technical Truth” approach is driving interest from top-tier Meta/Google creative strategists and Fractional CFOs globally
- Strategic expansion: Evaluating partnerships with leading agencies in India, Vietnam, and the UK to bring Profit World Model into client portfolios
What’s Next for June
Upcoming focus areas
- Public release of Amazon Connector: Completing final beta testing for multi-channel profit tracking
- Attribution Dashboard v2: Complete UI redesign focused on evidence-based decision making
- Global SDR team expansion: Recruiting technical sales talent to support the growing pipeline in North America
Core Vision
DeepChatBI is building:
An AI operating system for Shopify & Amazon brands — where advertising decisions, SKU profitability, attribution, and operational actions connect into one intelligence loop.
Helping brands understand real profit beyond ROAS.