
Hi, there!
Welcome to the 6th edition of Work in Beta.
In this edition, we tell you how to stop re-explaining yourself to AI every single time. We give you a step-by-step workflow to build your own voice profile once and use it forever.
We are also hosting our second AI WORKSHOP for non-technical professionals later this month on 21st February and would love to have you join.
So, let’s dive in!
LEARN WITH US
Workshop on ‘Why AI Doesn’t Work for You (Yet)’
If you are a non-technical professional and want to use AI at work without worry and in complete control, we are running a 2-hour session on the topic, limited to a small-group.
What you will learn:
how to work with AI for new tasks and existing one
how to stop AI from getting dumb in long chats
one universal system to communicate better with AI
one universal system to get work-ready output in your own voice
how to set up your personal LLM safely even for work
If you wish to join the session, fill this form and we will reach out to you with details: https://forms.gle/D6TGEVoFBUqKPsP49
Here is a testimonial from the session we ran last week.

Image Credits: Nikshubha Goswami’s Post / Linkedin
THE ‘HOW TO’ PLAYBOOK
How to Make AI Sound Like You: The Voice Profile Workflow

Image Credits: Work in Beta / Nano Banana Pro
First time you use AI, your prompts look like this: "Summarize this." "Refine this." "Research this." Generic prompt, no context. The output is half-baked. You're not happy with it, but you don't know why.
Then you read somewhere that context matters. You start telling AI who you are, what you do, how you write, who your audience is. The output improves. Noticeably.
So you do it again. Every time you're copy-pasting the same 200-word block from an old chat into every new one.
At some point, this starts feeling like too much effort. So, you start skipping it again. The output drops. AI is back to being generic. You conclude, you could do this yourself in less time.
Sounds familiar?
Here's what we've seen across professionals who've tried AI seriously: this is where most people stop. Not because AI doesn't work. Because making AI work consistently takes too much manual effort every single time.
This isn't a prompting problem. It's a systems problem.
The question isn't "How do I write better prompts?" or "Why can't AI just remember me?"
The question is: How do you build a system where AI always has your context without you re-entering it every time?
The answer lies in a single structured file that captures who you are, how you work, and how you communicate. You build it once. You deploy it where AI can always access it. AI references it forever.
That's what the 5-step voice profile workflow below builds.
THE ‘HOW TO’ PLAYBOOK
The 5-Step Voice Profile Workflow
Step 1: Answer 20 Questions to Capture Your Work Context (20 minutes)
AI that knows your role, KPIs, and audience generates contextually sharp outputs.
These 20 questions capture everything AI needs to know about how you work, what you create, and how you communicate. Answer each honestly based on how you actually work, not how you think you should work.
WORK & EXPERTISE (5 questions):
What do you do professionally? (role, industry, years of experience)
Who are your primary clients or customers - internal and/or external? (demographics, sectors, pain points)
What specific problems do you solve for them?
What deliverables do you create most often? (reports, content, code, designs, etc.)
What does success look like in your work? (metrics, outcomes, client feedback)
WORK PROCESS & PREFERENCES (5 questions):
Walk me through your typical workflow for a major project from start to finish
What tools and platforms do you use daily? (software, apps, systems)
What part of your work do you find most tedious or time-consuming?
What decisions do you make repeatedly that could benefit from frameworks?
What are your non-negotiables in quality or approach?
COMMUNICATION STYLE (5 questions):
How would you describe your writing voice? (formal/casual, technical/simple, humorous/serious)
Give me 3 examples of phrases or sentence structures you use frequently
What tone do you absolutely want to avoid? (corporate jargon, overly academic, salesy, etc.)
How do you typically structure your content? (storytelling, data-first, problem-solution, etc.)
What's your tolerance for: emojis, bullet points, short vs long sentences, technical terms?
CONTEXT & CONSTRAINTS (5 questions):
What domain knowledge should I assume you have vs need to explain?
What domain knowledge should I assume your audience has vs. need to explain?
What are your time constraints? (how quickly do you need outputs typically)
What errors or misunderstandings happen most when others try to help you?
What's one thing that, if I got wrong, would make my output useless to you?
Time: 20 minutes. Answer directly and specifically. These answers become the "Work Context" section of your voice profile.
Copy-paste this prompt (add the 20 questions to the prompt before running):
I want to create my voice profile so AI understands my work context. Ask me these 20 questions ONE BY ONE. Wait for my answer before moving to the next question.
Here are the 20 questions:
[paste all 20 questions]
After I've answered all 20, organize my answers into these 4 sections:
1. Work & Expertise (Q1-Q5)
2. Work Process & Preferences (Q6-Q10)
3. Communication Style (Q11-Q15)
4. Context & Constraints (Q16-Q20)
Start with Question 1.
After you answer all 20 questions, copy AI's organized output. You'll need it for Step 3.
Step 2: Show AI Your Actual Work (20 minutes)
AI learns best from real examples which is a proven fact.
This step requires you to share actual work samples and explain what makes them effective (or ineffective). The goal is to give AI concrete reference points for quality, tone, and structure.
THE 5 QUESTIONS:
Share your recent 1-2 best pieces of work and what makes it your best?
Share something you wrote that got strong positive response. Why did it work?
Share an example of work you're NOT proud of. What would you change?
Describe a project where you nailed the execution? What was your process?
Tell me how you explain complex topics to your audience?
For the above questions, wherever applicable, paste the actual text or attach the relevant file/s.
Time: 15 minutes to gather examples + 5 minutes to run the synthesis prompt.
Copy-paste this prompt (add the 5 questions to the prompt before running):
I want you to understand my writing patterns by analyzing my actual work. Ask me these 5 questions ONE BY ONE. Wait for my answer (which will include examples of my work) before moving to the next question.
Here are the 5 questions:
[paste all 5 questions]
After I've answered all 5, analyze my samples and identify:
1. Patterns in sentence structure, tone, vocabulary
2. How I open and close pieces
3. How I use examples, data, or stories
4. What makes my best work different from my weak work
5. How I explain complex topics
Then write a 200-word synthesis that captures these patterns.
Start with Question 1.After you answer all 5 questions and AI provides the synthesis, copy AI's synthesis. You'll need it for Step 3.
Step 3: Assemble Your Voice Profile Document (10 minutes)
Combine everything from Steps 1 and 2 and save as voice-profile.md or work-context.md - markdown works best for portability across AI tools.
This file is your complete voice profile. Everything AI needs to know about who you are, how you work, and how you communicate - in one document.
Time: 10 minutes to assemble and format.
Format of your voice-profile.md:
# [Your Name]'s Voice Profile
## WORK CONTEXT
[Your answers to questions 1-20, organized by the 4 categories]
## WRITING PATTERNS
[The 200-word AI-generated synthesis from Step 2]
## EXAMPLES
[Optional: 2-3 short excerpts from your best work as concrete reference]Step 4: Deploy for Persistent Access
Now make sure AI can access this file every time you interact with it.
There are five main deployment methods. Each has different persistence levels and works with different tools.
Method 1: File Attachment - Upload your profile at the start of each chat. Works everywhere. Best for testing new tools or occasional use.
Method 2: Projects - Create a workspace where your profile is always loaded. Works in ChatGPT (paid) and Claude (all plans). Best for distinct work contexts.
Method 3: Custom Assistants - Build a dedicated assistant with your profile baked in. Works in ChatGPT (Custom GPTs) and Gemini (Gems). Best for repetitive work types.
Method 4: Skills - Auto-loads your profile in every conversation. Claude only. Best for default voice across all chats.
Method 5: AI Memory - Ask AI to store your profile in long-term memory. ChatGPT only. Best for persistent context without manual steps.
Pick the method that matches your workflow. Most people use a combination: Projects for client work, Skills for default voice, file attachment for new tools.
Step 5: Test, Refine, and Maintain
Your first draft won't be perfect. That's expected.
Generate content using your profile. Read it out loud. If anything sounds off (wrong tone, wrong phrasing, wrong structure) update the profile with explicit rules about what to avoid or emphasize.
Three maintenance triggers:
First 5 uses: Expect 3-5 refinements. Track what feels off and fix it immediately.
Every 2-3 weeks: Review your profile against recent writing. Update it to match how you actually write now.
When facts change: New job, new role, new responsibilities - update the file the same day.
Your voice profile is a living document. It evolves as you evolve.
The Mistakes You Should Avoid
Mistake 1: Skipping the 20 questions and going straight to style Work context is 60% of the value. Without knowing your role, audience, and KPIs, AI writes beautifully but for the wrong audience.
Mistake 2: Describing your work instead of showing examples "I write professionally" tells AI nothing. Sharing 3 examples of your actual work gives AI concrete patterns to match.
Mistake 3: Vague style descriptions like "professional and helpful" Be specific: "Conversational but direct. Max 2-sentence paragraphs. Always open with question."
Mistake 4: Building once, never updating Update every 2-3 weeks. Update immediately when facts change (new role, promotion, restructure).
Mistake 5: Using the same voice for every context Your voice profile is your default. Board presentation vs Slack message vs client proposal - these need different voices. Build 2-3 profiles if you switch contexts often.
Mistake 6: Skipping the synthesis prompt in Step 2 Without AI's pattern analysis, you miss 60% of what makes your writing distinctive. Let AI find patterns you don't consciously know.
Set This Up in a Week
Day 1: Answer the 20 questions. 20 minutes. Answer honestly - how you actually work, not how you think you should. Run the prompt from Step 1.
Day 2: Answer the 5 questions along with examples of your work. Upload to ChatGPT or Claude. Run the writing analysis prompt from Step 2.
Day 3: Combine the analysis from Day 1 & 2. Save it as voice-profile.md.
Day 4: Deploy it. Pick one method from Step 4. Test with 3 different requests.
Day 5-7: Refine. Read outputs out loud. Update your profile when something sounds off.
By Day 7, you'll have a working voice profile. It won't be perfect - but it'll save you 10+ minutes every time you use AI.
Final Thought
Most people use AI. Few have AI systems.
The difference is persistence - not better prompts, not smarter tools, but a system that makes your context available every single time without extra effort.
Build your voice profile once. Stop explaining yourself forever.
THE OUTRO
That is all for today.
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-Sonali & PD

