EP342: The 70% Rule - How AI Workflow Automation Drives Massive Productivity & Quality Gains, With Tom&Co episode artwork

EPISODE · May 19, 2026 · 59 MIN

EP342: The 70% Rule - How AI Workflow Automation Drives Massive Productivity & Quality Gains, With Tom&Co

from Inside Commerce: Ecommerce Strategy, CX and Technology Podcast · host Paul Rogers and James Gurd

Leveraging AI for Business Efficiency and Workflow AutomationExplore how AI is revolutionising operational workflows, replatforming and client collaboration in ecommerce.This episode delves into practical applications, strategic insights and real-world examples from industry experts on integrating AI into business processes to enhance productivity, quality and value.We discuss how even imperfect AI models can vastly increase operational efficiency through automation and scaling, but explain why human experts are needed to provide sensible guardrails and oversight.Here's what you'll get from this episode:The evolution of AI in agency workflows and internal operations at leading agency Tom & Co.Practical uses of agentic versus transactional AI, including long-term memory solutions.Automating data cleansing, prototyping and content generation with AI tools like Claude and ChatGPT.Building smarter workflows with AI-driven decision-making and human-in-the-loop governance.How AI can reduce grunt work in ecommerce, freeing teams for higher-value tasks.Examples of AI supporting client needs, from statement of work creation to inquiries and service desk automation.Strategic shift from code writing to system architecture and oversight skills.This episode showcases how pragmatic AI integration can transform operational efficiency, empower teams and deliver measurable business outcomes. Whether you're an agency, vendor or ecommerce business, these insights could help you harness AI for your next growth phase.Key topics & timings:[00:45] - Guest introductions and background.[02:45] - AI's impact on ecommerce development.[05:30] - Trends in AI adoption within agencies and project workflows.[07:10] - How AI is changing / replacing developer roles.[11:00] - Replatforming made easier with AI: speed, risk reduction and quality.[13:40] - Claude Design's capabilities and benefits.[17:13] - Examples of AI facilitating project management, code analysis and client reporting.[19:20] - Simplifying prompt engineering and accessibility for non-technical teams.[20:50] - AI in documentation, cross-referencing and long-term memory strategies.[26:45]- AI-generated designs, presentations and brand-compliant assets.[30:50] - Internal use of AI at Tom & Co: workflow automation for efficiency.[35:05] - Workflow automation for client briefs, code insights and statement of work creation.[39:05 ]- Human-in-the-loop governance and risk mitigation strategies.[45:10] - Managing AI context limitations: long-term memory and retrieval strategies.[51:50] - The broader opportunity of AI for operational and marketing efficiencies.

Leveraging AI for Business Efficiency and Workflow AutomationExplore how AI is revolutionising operational workflows, replatforming and client collaboration in ecommerce.This episode delves into practical applications, strategic insights and real-world examples from industry experts on integrating AI into business processes to enhance productivity, quality and value.We discuss how even imperfect AI models can vastly increase operational efficiency through automation and scaling, but explain why human experts are needed to provide sensible guardrails and oversight.Here's what you'll get from this episode:The evolution of AI in agency workflows and internal operations at leading agency Tom & Co.Practical uses of agentic versus transactional AI, including long-term memory solutions.Automating data cleansing, prototyping and content generation with AI tools like Claude and ChatGPT.Building smarter workflows with AI-driven decision-making and human-in-the-loop governance.How AI can reduce grunt work in ecommerce, freeing teams for higher-value tasks.Examples of AI supporting client needs, from statement of work creation to inquiries and service desk automation.Strategic shift from code writing to system architecture and oversight skills.This episode showcases how pragmatic AI integration can transform operational efficiency, empower teams and deliver measurable business outcomes. Whether you're an agency, vendor or ecommerce business, these insights could help you harness AI for your next growth phase.Key topics & timings:[00:45] - Guest introductions and background.[02:45] - AI's impact on ecommerce development.[05:30] - Trends in AI adoption within agencies and project workflows.[07:10] - How AI is changing / replacing developer roles.[11:00] - Replatforming made easier with AI: speed, risk reduction and quality.[13:40] - Claude Design's capabilities and benefits.[17:13] - Examples of AI facilitating project management, code analysis and client reporting.[19:20] - Simplifying prompt engineering and accessibility for non-technical teams.[20:50] - AI in documentation, cross-referencing and long-term memory strategies.[26:45]- AI-generated designs, presentations and brand-compliant assets.[30:50] - Internal use of AI at Tom & Co: workflow automation for efficiency.[35:05] - Workflow automation for client briefs, code insights and statement of work creation.[39:05 ]- Human-in-the-loop governance and risk mitigation strategies.[45:10] - Managing AI context limitations: long-term memory and retrieval strategies.[51:50] - The broader opportunity of AI for operational and marketing efficiencies.

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EP342: The 70% Rule - How AI Workflow Automation Drives Massive Productivity & Quality Gains, With Tom&Co

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This episode was published on May 19, 2026.

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Leveraging AI for Business Efficiency and Workflow AutomationExplore how AI is revolutionising operational workflows, replatforming and client collaboration in ecommerce.This episode delves into practical applications, strategic insights and...

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