Niche analysis
Optimization
AI visibility
Landing page

About the Project: Visibility in LLMs for E-commerce Brands

Live Demo: radiant-druid-1b9de6.netlify.app
Custom Domain: promptaize.com

Team

We are a group of four professionals based in France, all connected through the world of IT:

2 Product Managers
1 Software Engineer
1 Data Scientist

One teammate also had experience building and selling her own clothing brand online — which inspired the first version of the product.

What Inspired Us

Promptaize was born from both personal need and product intuition.

One of us runs a brand and noticed traditional SEO tactics were ineffective in LLM-based tools like ChatGPT and Perplexity.
The rest of the team had experience in marketing tech and were tracking how AI reshaped search and discovery.

LLMs are becoming the new search engines — and there were no tools to help brands navigate this shift.

We started Promptaize to help brands stay visible in this AI-first world.
Because when people stop Googling and start prompting, everything changes.

What We Learned

About Our Market

We explored:

Differences in how people ask questions via GPT vs Google
Trust in conversational answers vs traditional links
Criteria for discoverability, including:
- Sentiment & phrasing of LLM answers
- Presence in trusted sources (Wikipedia, Reddit, G2)
- Answer intent and structured content

Traditional SEO is not enough. There's a clear opportunity in AI visibility optimization.

About Using Bolt

Coding is more accessible than ever
Tools like Bolt.new empower cross-functional teams to build fast
Prompt engineering and multi-model testing are crucial
Marketers need tools to ship AI-native products
Coding is no longer limited to engineers — tools like Bolt let PMs and data scientists contribute meaningfully

What the Product Does

We built a SaaS web app that allows brand owners to:

Enter brand name, URL, and keywords
Analyze brand presence in LLM responses
Compare mentions across models (ChatGPT, Perplexity, Claude, Mistral)
Benchmark visibility against competitors
Run sentiment analysis on brand perception
Get insights to improve AI visibility & rankings

Tools & Stack

Bolt.new — UI & logic
Supabase — backend & database
Netlify — hosting
LLM APIs — GPT-4, Claude, Mistral, Perplexity
Ionos - domain name provider
Python , TypeScript

How We Worked

Met 2–3 times/week online & offline
Early on: joint prototyping, sketching, prompt testing
Later: split into focused roles:
- Frontend development
- Prompt architecture
- AI optimization framework
- Funnel and landing page creation

We converged into a product that:

Analyzes brand visibility in LLMs
Benchmarks against industry trends
Generates actionable steps to improve visibility

Challenges We Faced

Balancing fast iteration with backend dev speed
Syncing schedules across busy calendars
Frontend/backend integration across contributors
Learning full potential of Bolt.new for non tech participants, but in an hour everyone was a master of bolt.new
Making prompts reliable and repeatable across models

Still, we kept momentum with long weekend sessions.

Potential Market Impact

The shift from keyword-based search to LLM-driven discovery is huge. Like SEO in the 2000s, AI visibility optimization will define brand success in the 2030s. With our tool this transition would be faster and easier.

Beneficiaries

Startups — visibility without ads
E-commerce brands — need LLM recommendation mentions
Marketers — must go beyond Google rankings
PR & SEO agencies — asked: "How do we show up in ChatGPT?"

In the future, every product team will need LLM dashboards, and every marketer will write prompt-optimized content.

Promptaize will help them answer:

"What does GPT say about us — and how do we improve that?"

What’s Next

Improve prompt recommendation engine
Add competitive dashboards
Launch Content Analyzer for LLM indexing
Validate with real business cases
Onboard early adopters from the waitlist

Hackathon Challenges We’re Submitting To

We’re proud to join the World’s Largest Hackathon:

Deploy Challenge — Built with Bolt, deployed via Netlify
IONOS Challenge — Custom domain: promptaize.com
Supabase Challenge — Used for auth & data backend for our waitlist subscribers

Final Thoughts

This project was:

A deep dive into a real, emerging need
Proof that non-technical people can build technical products using bolt. new, deploy in Netlify, easily buy domains in IONOS and create easy manageble databases in Supabase
A mix of the right tools, passion, and a few long weekends

Thanks for reading, and we hope to see you on
promptaize.com