Time
Where does your team repeat research, rebuild briefs, wait for decisions, or spend more time fixing drafts than writing them?
MMF workflow audit
If AI has made everything faster, why is your messaging still behind?
Find where your team loses time, drops customer context, or creates avoidable review work turning insight into approved messaging. Then get a practical operating model you can use.
I’ll deliver your complete audit within 5 working days of the workflow walkthrough.
AI is only as good, of course, as the context and the quality and the structure of the information. … I use all the positioning and messaging docs Chris created plus ChatGPT to onboard all my team members.
We were able to feed the messaging Chris created into a custom GPT that is guiding the team on our brand voice and our value and messaging propositions.
We’re not going to make the same mistake of ‘we have a new feature, let’s just add it on top.’ Now we know where it fits. The website is better structured. We have a template.
Chris Silvestri is the copywriter that gets practical AI market research better than anyone. Not as a replacement for traditional research, but for tight iteration on pre-validated ideas to get it to the point where you’re “pretty confident it will hit the mark.”
Ever wondered how pro copywriters actually optimize their work with AI? Here’s how Chris Silvestri at Conversion Alchemy does it...
A good enough first draft was never the end goal
Many teams mistake being busy with AI for doing better work. They add tools, copilots, and experiments to the same process, then wonder why review, approval, and alignment still take just as long.
- You have to rebuild the same context in every prompt.
- Customer evidence, positioning, proof, and brand decisions are scattered in different places.
- Writers, strategists, and reviewers use different tools, prompts, and methods.
- Drafts move faster, but you eat all the time saved on reviews, rewrites, and alignment.
- You waste hours hammering the same feedback and fixes into your ChatGPT or Claude projects.
- No one knows what to let AI do, what people should be responsible for, or who approves the work.
Let’s fix how you use AI to produce approved messaging and copy.
Apply for the auditDiagnose the workflow, not just the tools
Most AI advice starts with tools, prompts, or use cases. But bolting AI onto an old messaging workflow does not fix it. With the audit we trace one recurring path from research to messaging and content, and we assess it through three lenses:
Context
Where do you lose customer data, positioning, proof, product knowledge, voice, and past decisions?
Quality
Where do sloppy output, weak claims, mixed messages, repeated edits, or vague approval rules create more work?
What’s your broken workflow?
An effective, predictable messaging workflow starts with data, repeats regularly, and ends with work your team can approve and use. AI helps you scale it.
- Customer and market data
- Message or campaign brief
- First draft
- Human review and revisions
- Approved GTM asset
Your workflow may produce a landing page, campaign, sales narrative, content program, product launch, or research summary. We will map:
- what starts the work;
- which evidence and decisions it depends on;
- how your team already uses AI and other tools;
- who creates, reviews, and approves each step;
- where the workflow loses time, context, and quality;
- what a better operating model should look like.
Get your complete audit within 5 working days of the workflow walkthrough.
Apply for the auditWhat you will know by the end
You will leave with a clear answer to questions such as:
- Where does AI save us time, and where does it create more work?
- Which evidence, decisions, value props, and proof does each stage of the workflow need?
- What must we decide before we automate anything with AI?
- What can AI safely, accurately, and consistently own, draft, or support us with?
- What still needs our human judgment or approval?
- Which tools help, which create friction, and where would another tool add or detract value?
- How should we use new data to edit or improve our messaging?
- Which result should improve: turnaround time, context quality, editing rounds, approval delays, or message inconsistencies?
- What should we change first, and how will we know whether it helped?
What your Message-Market Fit Workflow Audit includes
Message workflow map
A clear view of how customer and market data turns into a brief, message, draft, and approved GTM asset.
Time, context, and quality diagnosis
A scorecard showing where your workflow leaks insight and strategic context—and how those gaps create weak messaging and repeated work.
Human-in-the-loop model
A clear split between what AI can help with, and what your people should still be in charge of.
Optimized messaging workflow
A better way for data, strategic decisions, tools, people, and approvals to work together.
Prioritized action plan
What to change now, what to test next, and what not to invest in yet.
Measurement strategy
Simple systems for tracking whether the changes improve your workflow over the next 30 days.
How it works
01
Complete the pre-audit questionnaire
Take 15 minutes to describe your workflow, AI use, and key problems. Share a few of the inputs, drafts, final assets, and edits.
02
Walk through the workflow together
In 60 minutes, we trace one real example with the workflow owner and uncover hidden tools, checks, handoffs, and decisions.
03
I analyze the evidence
I map any delays, lost context, and quality drops, then build your recommendations around the findings.
04
Get your complete audit in 5 working days
You get the analysis, optimized workflow, action plan, and tracking system together.
05
Brainstorm and define next steps
Together we review the findings, you can ask questions, and pick what to do internally or scope separately.
The audit is for you if…
- your B2B company has an in-house marketing team
- your team already uses AI in a recurring research-to-messaging-to-content workflow
- that workflow has a visible time, context, message-quality, or review problem
- the workflow owner can take part in the audit
- you can share sanitized examples of the work
- you want an independent diagnosis, not a pre-selected automation project
Probably not a fit if…
- you want a company-wide AI strategy
- you want generic AI training or a list of tools
- you cannot point to a recurring path from customer or market evidence to messaging and content
- no decision-maker can join the walkthrough
- you cannot share enough of the process to diagnose it
- you want guaranteed savings or an automated system delivered as part of the audit
- you already chose a platform and only want me to validate the decision
Hey, I'm Chris
After spending more than a decade working in software, UX, customer research, messaging, and conversion copywriting, I’ve realized something a lot of teams miss…
Messaging moves more than words through a workflow. It carries customer data, positioning decisions, proof, voice & tone, team habits, and approval rules.
With the audit I help you connect those elements so your team can go from customer insight to differentiated and high-converting messaging fast, without losing any of it.
Message-Market Fit Workflow Audit
$2,500 $1,500 launch rate
Limited time offer
Included:
- pre-audit questionnaire
- review of sanitized messaging-workflow artifacts
- 60-minute workflow walkthrough
- current-state message workflow map
- time, context, and quality diagnosis
- human-in-the-loop model
- optimized messaging workflow
- prioritized action and measurement plan
- 45-minute findings call
The audit does not include implementation. For help making a recommended change, we can scope any work separately.
Apply for the audit
Apply in 15 minutes. If it’s a fit, I’ll deliver your audit within 5 working days of the walkthrough.
Apply for the auditTrusted by teams at
Frequently asked questions
Is this an AI audit or a messaging audit?
It is a messaging workflow audit for teams that use AI. We examine the evidence, decisions, process, tools, roles, and quality checks together. We do not grade your AI maturity. We help your team turn customer and market data into messaging you can trust and that buyers can understand.
Will you tell us to buy a new AI platform?
Only if the evidence supports it. The answer may be your current tools, a process change, better source material, training, a small prototype, or no new technology.
What materials do we need to share?
A few sanitized examples: the input, a brief or draft, the final output, and the feedback or edits made before approval. We confirm the exact materials after you apply.
Do we need to share confidential customer or company information?
No. You can redact or sanitize examples as long as we can still understand the workflow, handoffs, and decisions.
Who should attend the walkthrough?
The workflow owner should attend and explain how the team makes decisions. Other contributors can join, but a proxy should not replace the owner.
How long does the audit take?
I deliver the complete audit within 5 working days of the workflow walkthrough. You get the analysis, optimized workflow, action plan, and tracking system together.
Does the audit include implementation?
No. The audit gives your team a plan it can use. If you need implementation help, we can scope it separately after the findings call.
How will we know whether the recommendation worked?
We set simple before-and-after measures. These may track turnaround time, repeated context work, correction rounds, approval delays, message errors, or whether the final asset follows the agreed positioning and messaging strategy, including brand voice.
What if the audit shows AI is not the answer?
Then it has done its job. You may need to fix the process, clarify the message, organize the source material, train the team, or keep a key step human. We don’t want the audit to justify automation for automation’s sake, but to help you get the most out of the tools you use—or could benefit from.
What happens after I apply?
Expect an email right away, but within 1–2 working days I’ll check that we have a recurring workflow, a clear problem, and enough access to diagnose it. If it’s a fit, I’ll send the next steps and payment details. If not, I’ll let you know and, if I can, point you in the right direction.
Make AI useful beyond the first draft.
Find where your AI workflows waste time, leak buyer context, or weaken message quality. Leave knowing what AI should do, what your team should decide, and how to move from data to approved messaging more efficiently.
5-WORKING-DAY DELIVERY · LIMITED TIME $1,500 LAUNCH RATE