When to use generic AI large language models vs. user-specific insights to make better product decisions
As PMs, we make dozens of decisions every week—and get questioned on nearly all of them. Every day brings a fresh pile of product questions that need fast, confident answers:
I've been using both ChatGPT and Rooost for months now. They're both powerful, but they solve completely different problems. Here's what I've learned about when to use each one.
ChatGPT knows what the internet thinks. Rooost knows what your users actually say.
ChatGPT synthesizes patterns from millions of online sources. It's like having the world's most well-read consultant on speed dial.
Rooost transforms your user research into a person you can talk to anytime. It's like having your ideal customer available for a coffee chat 24/7.
Task | ChatGPT | Rooost |
---|---|---|
Brainstorming feature & marketing ideas | ✅ | ✅ |
Understanding your product & users' specific workflows | – | ✅ |
Writing general copy | ✅ | – |
Creating specific instructional & marketing content | – | ✅ |
Info on industry best practices | ✅ | – |
Validating your roadmap priorities | – | ✅ |
Competitive analysis frameworks | ✅ | – |
Why users choose you over competitors | – | ✅ |
Creating generative user interview questions | ✅ | – |
Answering questions in your user's voice | – | ✅ |
General market research | ✅ | – |
Onboarding new teammates to your users' needs | – | ✅ |
Your situation: 40% of users abandon during signup
ChatGPT Response | Rooost Persona Response |
---|---|
"To reduce onboarding drop-off, consider: reducing steps, adding progress indicators, implementing skip options, providing value demonstrations early, and optimizing for mobile." | "Honestly? I almost gave up at the credit card screen. I hadn't even tried your product yet! I just wanted to explore first. Also, that 'company size' dropdown made no sense—I'm a freelancer, not a company." |
What you get: Generic best practices checklist | What you get: Exact friction points |
Your situation: Considering a 20% price increase
ChatGPT Response | Rooost Persona Response |
---|---|
"When implementing price increases: grandfather existing customers, provide additional value, communicate 30-60 days in advance, offer annual discounts to reduce churn." | "I'd pay double if you had better reporting. Right now I export everything to Excel anyway. But if you raise prices without fixing that, I'd probably start looking at alternatives." |
What you get: Pricing playbook | What you get: Value perception reality |
Your situation: Choosing between mobile app vs. advanced analytics
ChatGPT Response | Rooost Persona Response |
---|---|
"Consider factors like: user demographics, usage patterns, competitive landscape, technical complexity, and potential ROI. Mobile typically drives engagement while analytics drives retention." | "I check your tool on my phone constantly—between meetings, on the train, even in line for coffee. But I can't do anything useful on mobile. I'd honestly rather have that than fancy charts I'll look at once a month." |
What you get: Decision framework | What you get: Clear user preference |
Here's my actual workflow for making better product decisions:
"What's a good framework for prioritizing feature requests?" Get solid methodologies like RICE scoring or value vs. effort matrices.
"Which features would make the biggest difference in your daily workflow?" Get specific, prioritized user needs to plug into that framework.
ChatGPT: "What are best practices for [feature type]?" Rooost: "How would [specific feature] help you?" If Rooost's response is lukewarm, dig deeper before committing resources.
This combination has transformed my roadmap reviews. I walk in with both best practices and specific user quotes. It's hard for executive stakeholders to argue with actual user voices.
For marketing copy that converts:
Before any major build:
Get new teammates up to speed fast:
When you chat with a Rooost persona, you're talking to a composite of your actual users trained on your user research data. They respond in first person, just like a real user would:
You: "What's frustrating about our reporting?"
Rooost Persona: "I spend at least 30 to 45 minutes every Monday exporting data and reformatting it for my boss. If I could just schedule automated reports in the format she wants, it would save me hours every month."
Below their response, whenever your user research is referenced, you'll see citations—click to see which documents in the Research Library informed the response. It's like having footnotes for a conversation.
Day | ChatGPT | Rooost |
---|---|---|
Monday | Strategic frameworks for planning | Validate priorities with user needs |
Tuesday | Technical implementation research | User workflow specifics for specs |
Wednesday | Copy inspiration and templates | Authentic user language for marketing |
Thursday | Interview question prep | Review past user feedback before calls |
Friday | Competitive analysis research | Understand why users chose us |
ChatGPT is my product & market consultant. Rooost is my user on speed dial.
Both are essential for modern product management—just for different jobs. Use ChatGPT when you need to think broadly. Use Rooost when you need to think specifically about YOUR users.
The magic happens when you use both.
Create your first persona and start getting research-backed insights in under 60 seconds.
Pro tip: Start by asking both tools the same question about your biggest product challenge. The contrast will immediately show you why you need both perspectives.