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Agentic AI

AI-First Marketing Ops System

Confidential Enterprise

Context

An enterprise marketing team spending significant time on repetitive tasks including proposal generation, content creation, and report compilation. Leadership wanted to explore AI-powered automation without sacrificing quality or brand consistency.

Challenge

Build an AI system automating high-volume marketing operations while maintaining brand consistency, enabling human oversight, and integrating with existing tools and workflows.

Approach

Designed a multi-agent system with specialised capabilities for different marketing functions, implemented RAG for brand knowledge retrieval, and built evaluation frameworks to ensure output quality.

Delivery

Agile delivery over 12 weeks with weekly demos and iterative refinement. Focus on high-value use cases first (proposals) before expanding to content and reporting.

Outcomes

70% reduction in manual effort

AI drafts with human review dramatically reduced proposal turnaround

3x content velocity

More content produced with same team size through AI-augmented workflows

Fewer review cycles

Better first drafts meant fewer revision rounds required

Stack

LangChainOpenAI GPT-4PineconeNext.jsVercel

Timeline

12 weeks

What's Next

Expanding to additional marketing functions and sales operations integration.

Client identity is confidential. Detailed references and outcomes available under NDA.

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AI-First Marketing Ops System | Arkaya Venture Limited