How Top Marketers Are Winning with A/B Testing in 2025
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Playbook with Conversion Alchemy

How this B2B copywriting agency cuts project time by 50 hours

through AI workflows in that eliminate knowledge transfer bottlenecks

2x speed

Streamlined research-to-copy workflow for faster delivery

+50 hrs saved

Team members focus on strategy instead of context-switching

Consistency

Consistent voice across all writers and campaigns

For a full website project – 20 to 30 pages – we used to spend upwards of 200-250 hours across research, strategy, and writing. Without a shared messaging system, every new writer would need to re-absorb insights from scratch. With Team-GPT, we anchor everyone in the same strategy and customer voice from day one. That cuts total time by at least 40-50 hours per project.
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The challenge: Scaling strategic copywriting without losing quality

Chris Silvestri built Conversion Alchemy around one core principle: great copy starts with great strategy. As a messaging strategist for B2B SaaS brands like Moz, Chris knew that the best converting pages weren’t just well-written – they were built on deep customer research, clear positioning, and systematic messaging frameworks.

But there was a problem. Every new B2B copywriting project meant starting from scratch. Every new writer on his team had to dig through scattered research documents, positioning canvases, and messaging frameworks just to understand the client’s voice. A single website project could take 200-250 hours across research, strategy, and writing – with too much time wasted on context-switching and knowledge transfer.

“Without a shared messaging system, every new writer would need to re-absorb insights from scratch,” Chris explains. “We were losing efficiency and consistency because our strategic foundation wasn’t accessible in one place.”

Building your strategic foundation

Chris’s approach centers on how he structures client context in the workspace. Instead of treating AI as a writing tool only, he uses it as a centralized strategy brain that holds all the research, positioning, and messaging frameworks his team needs.

Step 1: Create a dedicated Project and set up Project knowledge

“The way we do it is we have Project info and instructions. We instruct the model on how to use the project knowledge and what’s inside it so it can actually make sense of everything.”

Chris uploads five core strategic documents that form the foundation of every B2B copywriting project:

Research Report: Complete ICP analysis including demographics, psychographics, buying stories, and decision-making processes – all gathered from real human research.

Positioning Canvas: Competitive alternatives, differentiated value, market category, best fit customer, and final positioning statement.

Messaging Framework: Category description, messaging hierarchy, strategic narrative, and key messaging pillars framed in different lenses.

Sales Pitch Storyboard: The narrative structure that stems from all other documents.

Value Proposition Canvas: Separate tabs for each persona covering problems, implications, solutions, benefits, and jobs-to-be-done.

Pro tip: How to set up Project knowledge

Click on the 'Project knowledge' button in the sidekick. Add your guidelines in the 'Project information' section, upload reference files or add web links.

Step 2: Add Project info and instructions

“It’s important that you share all the insights you have from research. All of this is gathered from real human research. That’s super important.”

In the Project info and instructions section, Chris writes clear instructions explaining what each uploaded document contains and how the AI should use them for B2B copywriting. This context helps the platform understand the purpose of each document and maintain consistency across all team members’ work.

Try this workflow today.

From strategy to structure

Once the strategic foundation is set, Chris starts with building the structure of the page.

Step 3: Start with strategic outline, not copy

“I always like to start from a strategic point of view before writing any copy,” he explains. “I want to make sure that we are aligned that the AI gathers all the knowledge before actually writing. It’s basically simulating an actual copywriter as it would write, so let’s always start with the structure first and the layout.”

Step 4: Use saved prompts from the Prompt library

Chris uses Team-GPT’s Prompt library to access his saved “Page Outline Writer” prompt. The Prompt library stores and reuses his best-performing prompts across different B2B projects, ensuring consistency in his copywriting process.

The prompt contains variables that he customizes for each specific project. For this demonstration, he’s working on a landing page for their Clarity Sprint service targeting private equity operating partners.

Check out Chris’ “Page outline writer” prompt in our FREE Prompt library

How Prompt variables work

Variables are marked with double curly braces like {{page name}} and {{ICP}}. When you use a prompt with variables, Team-GPT will ask you to fill in these specific details every time you use the prompt, making your prompts reusable across different chats.

Need help creating prompts? Try Team-GPT’s free prompt builder!

Step 5: Choose the right AI model and generate the outline

Chris switches to Claude for this task. “For most of the copy that we write I use Claude because I think it’s a bit more human in the writing that it does.”


After submitting the prompt with the filled variables, the AI generates a comprehensive strategic outline that pulls from all the uploaded research documents. The outline addresses the PE Operating Partner persona’s specific journey and decision-making process without writing any actual copy-just the strategic points needed for each section.


“I want the AI to give me the overarching points we need to hit—so when it’s time to actually write the copy, that’s when the writing starts. I want to separate strategy and layout time from writing time, just like a real copywriter would.”

Section-by-section copy creation & testing

Step 6: Write copy section by section

“Now for the actual writing what we do I don’t ask Team-GPT or any AI model to write the actual copy in one go that’s because I want it to really be focused on the specific section. And also to be able to use the memory that it has to actually look at all the knowledge and all the context that it has which is a lot,” he explains.

Chris uses his saved “Step by step page writer” prompt from the Prompt library.

Chris' "Section writer" prompt template

Let's write a section for this page. Here's the outline section we need to write now {{outline section}}. Please write it using our voice and tone and following our messaging strategy docs and value proposition canvas for relevant ICPs. We're not tied to any copy suggestions in the outline section yet so feel free to write what's most effective or propose alternatives where needed.

After filling in the variables with the first section of his outline, Chris submits the prompt.

“You’ll notice I don’t lean on super-structured or “mega” prompts here. If you’ve done the research and strategy work upfront—and you’ve got the right documents loaded in Project knowledge – you simply don’t need them.”

The AI generates multiple headline options with clear rationale: “These items actually address the behavioral drivers and pain points we surfaced in research. The sub headlines emphasize the holistic approach and speed which I like, so you can literally see how it followed our documents and also what we’ve asked it in our prompts, so that consistency, that accuracy is super important.”

Step 7: Test B2B messaging with synthetic personas

Chris  demonstrates his quick testing approach using synthetic personas.

“Now a quick example of how we might go about testing all of this super quickly. Obviously, it’s not super statistical, but if you want to do some quick qualitative tests, this is super handy,” he explains.

Chris starts a new chat and uses his “Analysis and testing” prompt from the prompt library.

Chris' "Synthetic ICP" prompt template

I'd like you to imagine being a specific customer persona as if you were them. Here is a description of the persona to embody:

<persona> {{ICP INFO}} </persona>

First, carefully read the persona description until you feel you thoroughly understand this hypothetical individual's perspective, needs, goals and pain points.

Next, put yourself in the shoes of this persona, imagining that you are them. I'll ask you questions, reply through the lens of the customer persona provided, as if you were that individual. Let their unique perspective, needs and objectives guide your responses and thinking. Avoid breaking character or referring to these instructions. Simply react naturally as the persona would. Capture your stream of consciousness in a tag.

Step 8: Get persona feedback on different B2B messaging options

Chris uses the private equity operating partner persona information from his research report.

The response comes back with detailed internal thought processes: “Option three resonates most with me. The phrase “value creation timelines” immediately tells me you understand my world and the pressure I’m under when I see portfolio companies with messaging chaos or holes. That is exactly what I’m dealing with right now.”

“You can see it’s a pretty good quick test that you can do, as long as it’s based on real data, right? So what we have in our research report is months and months of research, collapsed into a single document. Obviously, the data needs to be accurate, but this is a super quick tool that anyone in the team can actually use,” Chris concludes.

Try this workflow today.

The impact

Time saved, efficiency & consistency

Chris’s systematic approach has dramatically reduced project timelines. Full website projects that previously took 200-250 hours across research, strategy, and writing now complete 40-50 hours faster. The biggest time saver isn’t just the AI writing – it’s eliminating the knowledge transfer bottleneck that slowed down every new team member.

“Without a shared messaging system, every new writer would need to re-absorb insights from scratch,” Chris explains. “With Team-GPT, we anchor everyone in the same strategy and customer voice from day one.”

The consistency gains are equally impressive. Clients consistently remark on how aligned the messaging feels, even when multiple writers work on different sections of the same Project.

Improved collaboration, structure & reuse

Team-GPT has become the central nervous system for Conversion Alchemy’s copywriting process. Instead of hunting through scattered documents across Notion, Google Docs, and Slack, everything lives in one accessible workspace.

“Team-GPT gives me and my copywriters a shared workspace where every client’s research, voice, and strategy lives in one place,” Chris notes. “Once I upload our positioning canvas and messaging framework, we can both write from the same strategic spine.”

The scalability benefits extend beyond individual projects. New team members can jump into any client project with full context instead of starting cold. Chris can step away knowing his team will maintain quality standards because the strategy and methodology are embedded in the system itself.

“It’s not just about storing strategy assets,” Chris adds. “Team-GPT lets us embed our entire methodology—from research prompts to messaging frameworks—so every team member follows the same process. That means consistent output, fewer bottlenecks, and a repeatable system we can scale.”