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What is AI consulting and do you need it?

AI consulting is a professional service that helps organisations plan, implement, and govern artificial intelligence systems, bridging the gap between technical capability and business strategy.

Ben Sefton · Co-founder. 18 years a Senior Forensic Investigator with Greater Manchester Police · · 3 min read

What is AI consulting and do you need it?
On this page
  1. 1.What Is Generative AI and Why It Matters for Marketing
  2. 2.Understanding How Generative AI Creates Marketing Copy
  3. 3.The Essential Role of Prompt Engineering
  4. 4.Leading Tools for Marketing Copywriters in 2025
  5. 5.Personalisation at Scale
  6. 6.Adapting to the New SEO Reality
  7. 7.Looking Ahead: Future Trends
  8. 8.Key Takeaways

What Is Generative AI and Why It Matters for Marketing

Generative artificial intelligence represents a significant shift in how businesses create marketing materials. Unlike traditional AI systems that simply analyse existing data, generative AI can produce original content (text, images, audio, code, and video) based on patterns it has learned.

In 2025, marketing teams worldwide use this technology to create content faster, craft personalised messages, generate creative concepts, and make data-backed content decisions.

Understanding How Generative AI Creates Marketing Copy

Large Language Models: The Foundation

LLMs form the backbone of text-generating AI tools. Trained on billions of text examples, they can write coherent, contextual content that sounds remarkably human. Popular examples include OpenAI’s GPT-4, Google’s PaLM, Anthropic’s Claude, and Meta’s LLaMA.

The Transformer Architecture

Most modern text generators use the Transformer architecture (introduced 2017). Its self-attention mechanism allows the model to weigh the importance of different words in relation to each other, regardless of position, enabling natural, contextual marketing copy.

The Essential Role of Prompt Engineering

Key elements of effective marketing prompts:

  • Clarity and detail: Specific language, clear product and audience definition

  • Context about your audience: Demographics, concerns, and goals

  • Role guidance: Tell the AI to adopt a specific voice (e.g., “Write as a B2B technology expert”)

  • Format specifications: Desired structure and length

  • Tone instructions: Match your brand

  • Examples: Show the AI what good results look like

Template Frameworks

For social media posts:

Write three engaging [platform] posts (under [character limit]) for [brand name], announcing [product/news]. Highlight [key feature]. Target audience: [description]. Use a [tone] voice.

For ad headlines:

Generate five compelling ad headlines for [product] targeting [audience]. Focus on solving [pain point]. Keep each under [character limit] and include action words.

For blog post outlines:

Create a detailed outline for “[title]” for [audience]. Include an introduction with [hook type], 3-4 main sections covering [topic areas], and a conclusion with a CTA to [desired action].

Leading Tools for Marketing Copywriters in 2025

  • ChatGPT (OpenAI): Versatile, strong conversational abilities; flexibility across tasks but requires careful prompt engineering for brand consistency

  • Jasper: Marketing-focused with 50+ templates, Brand Voice feature, SEO integrations; steeper learning curve and higher cost

  • Copy.ai (opens in a new tab): Intuitive interface, 90+ templates; easy to use but some limitations with long-form content

  • Claude (Anthropic): Complex reasoning and creative writing; noted for reliable outputs

Personalisation at Scale

AI analyses website behaviour, purchase history, demographics, and CRM data to generate personalised content variations. Real-world results:

  • JPMorgan Chase: 450% increase in clicks using AI-personalised ad copy

  • Farfetch: 7% lift in email open rates, 10% improvement in click-through rates from AI personalisation

Adapting to the New SEO Reality

Google’s AI Overviews now provide AI-generated summaries directly in search results, increasing zero-click searches. Content strategy must adapt:

  • Prioritise quality signals: Demonstrate experience, expertise, authority, and trustworthiness

  • Create unique value: Original research, expert analysis, firsthand experiences AI can’t replicate

  • Structure for AI consumption: Clear headings, lists, and concise definitions

  • Cover topics thoroughly: Answer the main question and anticipate related queries

  • Agentic AI: Systems that can autonomously plan and execute multi-step marketing tasks

  • Specialisation: Domain-specific AI models for particular industries

  • Integration: AI capabilities embedded within existing marketing platforms

  • Governance focus: Robust frameworks for managing accuracy, privacy, and ethical use

Key Takeaways

Generative AI works best as an amplifier of human creativity and strategy, not a replacement. Marketers who master the balance between automation and human input will thrive. Core requirements for success:

  1. Develop strong prompt engineering skills

  2. Maintain human oversight of all AI outputs

  3. Build robust data foundations for personalisation

  4. Adapt content strategies for AI-driven search

  5. Measure tangible business impact against baselines

What does this mean for your business?

Talk to our team about your next steps with AI.

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Tags

  • AI consulting
  • AI implementation
  • AI readiness
  • AI strategy planning
  • business AI
  • SME AI consulting
  • UK business

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