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Commerce orchestration: The missing layer in modern customer experience

Michael Klein Speaker

By Michael Klein

0 min read

Blog Retail Consumer Goods Cloud

Retailers and consumer goods brands are surrounded by customer signals. Yet despite this abundance of information, customers still struggle to move smoothly from interest to purchase and through post-purchase support.

Browsing behavior, cart activity, order history, returns, service conversations, delivery updates, and shopper preferences all generate insight; the issue isn’t visibility, it’s forward motion. In a shift from isolated AI-driven moments to orchestrated shopping conversations that span discovery, purchase, and support, conversational commerce is changing.

This is where commerce orchestration comes into focus—insight is translated into coordinated action. Instead of signals surfacing in only a single interaction, they carry forward. Context remains visible throughout the customer interaction. AI agents coordinate customer information across channels and teams to give customers a connected experience.



Why customer experience breaks down even with better data.

Why customer experience breaks down even with better data.

Retail has become an early proving ground for conversational commerce. Shoppers now expect to move fluidly from discovery to purchase and into support without changing mental gears. They don’t separate browsing from buying or buying from service. Those distinctions exist inside organizations, not in the customer’s mind.

Many CX strategies still reflect internal structure rather than customer intent. Sales, service, marketing, and operations each optimize their own interactions, often supported by intelligent systems that perform well individually but operate within narrow boundaries.

That fragmentation shows up in subtle but costly ways. A shopper abandons a cart and later contacts support, only to find the agent has no visibility into what triggered the hesitation. A return is processed, yet follow-up communications treat the customer as if the transaction never happened. A distributor asks about order status, and the answer exists, but only after navigating multiple systems and handoffs.

None of this stems from poor intent. It stems from a lack of coordination. As AI becomes more embedded in customer engagement, this problem has become harder to ignore. Individual interactions may improve, but without continuity, the experience still feels disjointed. Intelligence accumulates, yet momentum stalls.



What commerce orchestration actually changes.

What commerce orchestration actually changes.

At its core, commerce orchestration is about ensuring customer context doesn’t reset as interactions evolve. It connects insight to action across systems and teams, coordinating AI agents and human workflows within a single conversational flow. Rather than treating discovery, purchase, and service as separate events, commerce orchestration links them into a single, continuous exchange. Customer intent moves forward, supported by AI-driven decisioning and executed through coordinated workflows.

This distinction matters because customers don’t experience intent in fragments—they carry it with them. When businesses fail to do the same, effort shifts back to the customer, and trust erodes quietly.

This is also why customer experience automation plays such a critical role. Orchestration requires more than recommendations or insights—it requires actions that are initiated, verified, and connected across systems. That’s the difference between recognizing intent and acting on it.



Retail as the proving ground for conversational commerce.

Retail as the proving ground for conversational commerce.

In retail environments, the impact of coordination is immediate. Cart abandonment isn’t just a recovery problem; it’s often a continuity problem. Shoppers disengage when progress stalls or relevance fades.

With commerce orchestration, interactions adapt in real time so that product discovery flows naturally into purchase. Supporting interactions resolve issues and are essential in protecting momentum.

The move from reactive, channel-based engagement to coordinated, conversational commerce is already visible in how some retailers structure workflows that span discovery, checkout, and post-purchase engagement. This new proactive thinking is shaping how organizations approach retail and ecommerce customer experience and how they apply commerce orchestration across the customer journey.

When orchestration is working, conversations flow organically, the customer experience is smooth, and teams spend less time reconstructing context. Revenue recovery improves when interactions reflect real customer intent, rather than relying on repeated nudges or urgency-driven prompts.



Why commerce orchestration matters even more for consumer goods.

Why commerce orchestration matters even more for consumer goods.

If retail highlights the problem, consumer goods amplifies it. Manufacturers operate across direct-to-consumer and B2B models, often with limited control over the final transaction. Purchase orders, invoicing, replenishment, delivery exceptions, recalls, and compliance communications don’t follow a clean, linear path. In most cases, these processes also span multiple systems and stakeholders.

Commerce orchestration built into day-to-day workflows replaces fragmented handoffs with continuity across teams and systems. AI-driven interactions handle routine, high-volume inquiries while ensuring complex cases escalate with full context intact. The payoff isn’t just faster resolution; it’s consistency across customers, distributors, and partners who expect accuracy and clarity. This is the operational foundation behind modern consumer goods CX solutions.



What changes when coordination works.

What changes when coordination works.

The value of commerce orchestration becomes clearest in real deployments.

At Rocky Brands, the shift from reactive support to proactive, AI-driven engagement changed how customers moved across channels. By expanding omnichannel touchpoints and automating roughly 40% of chat interactions, the company kept cart abandonment rates below 10%, even during peak demand. The difference wasn’t simply more automation; it was better coordination of when and how interactions occurred.

TireHub implemented Talkdesk CXA and automated time-intensive tasks like call summarization to reclaim thousands of agent minutes each day while maintaining near-immediate response times. With roughly 90% of AI-generated summaries requiring no edits, agents spend less time on after-call work and more time supporting customers. They drove operational efficiency and preserved TireHub’s high-touch, expert-driven service model, proving that automation, when applied strategically, can increase both speed and service quality.

In both cases, intelligence already existed. What changed was how that intelligence moved.



What leaders should be thinking about next.

What leaders should be thinking about next.

For CIOs, CXOs, and CTOs, the question is no longer whether AI belongs in the CX strategy—it’s whether AI-driven interactions are helping customers move forward or simply containing volume.

A few questions help clarify the gap:

  • Does customer context persist as interactions move across teams and channels?

  • Do AI systems advance outcomes, or do they primarily deflect interactions without resolution?

  • When intent surfaces, can the organization act immediately, or does execution stall behind manual handoffs?

If context breaks, if action slows, or if outcomes depend on reconstruction rather than continuity, commerce orchestration becomes less of a feature discussion and more of an operating model.

This shift is also reflected in broader industry conversations, including insights shared in our research on AI-driven shopping behavior, such as the findings highlighted in the AI holiday shopping trends and recent perspectives shared around NRF 2026.



The leadership shift ahead.

The leadership shift ahead.

Commerce orchestration reflects a fundamental change in how customer experience is designed and delivered. It prioritizes continuity over isolated interactions, coordinated workflows over one-off automation, and outcomes over channels.

Excellence in CX is about making intelligence move together. That’s the promise of commerce orchestration. It reflects a broader shift in how leaders think about customer experience—less as a series of moments, more as a continuous exchange.

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Michael Klein Speaker

Michael Klein

Michael Klein is the Head of Retail, Travel & Hospitality Product Marketing for Talkdesk, a leader in Contact Center Software. Michael is a trusted executive advisor to enterprise brands and was named a 2025 Top Retail Expert by Rethink Retail for the second consecutive year. As a global business leader with deep expertise in the technology and consumer industries, he is known for authenticity and getting to the heart of the matter. He has a wealth of experience in marketing, merchandising, technology, customer experience, Ecommerce, and digital transformation. Prior to Talkdesk, Michael was the Global Director of Industry Strategy & Marketing for the Adobe Digital Experience Cloud, where he led the GTM strategy targeting retail, travel, and consumer goods clients. Michael’s retail expertise is vast. He was a senior merchant and marketer for specialty brands including William-Sonoma, Harry & David, Discovery Channel Stores, eLuxury.com (LVMH Group), Dean & DeLuca, and wine.com where he consistently delivered positive comp store sales and margin growth for these specialty retailers. As a thought leader in global commerce Michael regularly contributes to industry events. He is an active member of the NRF Digital Council and the Retail Cloud Alliance Advisory Council. Michael also sits on the board of Visional, a video commerce platform and AndesML, a retail media platform.