How Florist Noelle Fleur Built an AI Bouquet Visualizer with No-Code
How Noelle Fleur optimized its workflow via an AI flower arrangement visualizer
About the Business
Noelle Fleur is a Singapore-based flower boutique and floral design studio that specializes in creating exquisite floral arrangements for both everyday moments and special occasions.
Operating as an e-commerce flower shop with physical delivery and pickup options, the company operates under the tagline "Blooms for Every Moment" and its vision is to infuse the beauty of flowers into everyday lifestyle, illuminating ordinary moments and helping customers slow down to savor life's simple pleasures.
The Challenge: Bridging the Imagination Gap
For Noelle, the founder of Noelle Fleur, creating personalized arrangements meant endless chats, back-and-forth clarifications, repetitive searching for flower images on Pinterest and Google, and customers unsure of what they were really buying.
Flowers make moments magical but designing the perfect bouquet used to be a nightmare for Noelle. The dream of providing such a high-touch, personalized service to every individual presents a significant operational challenge, if not an outright impossibility for a small local business.
Before Manus AI, Noelle struggled with:
Challenge | Description |
Time-Consuming High-Touch Communication | Endless emails and messages to clarify flower choices, color schemes, and budget constraints. |
High Drop-off Rate | Many customers gave up mid-way, overwhelmed by decisions. |
Lack of Visualization | Text-based descriptions failed to provide a clear picture of the final product, leading to uncertainty. |
Opaque Pricing | The final cost was often a surprise, causing hesitation and last-minute changes. |
As a result, significant time and resources were invested in communication with a low conversion rate, creating a barrier to growth. The need to physically prepare sample arrangements for visualization purposes added another layer of cost and complexity, consuming valuable time and perishable inventory.
For a small boutique, offering this level of hand-holding to every shopper simply wasn't scalable. It became clear that Noelle needed a transformative solution. A way to empower customers to become their own designers, to see their unique vision come to life in real-time, and to purchase with confidence, all without the need for constant manual intervention. The challenge was to scale the art of hyper personalization, and the answer lay in Manus.
How Manus Creates Value
Instead of scaling manpower, Noelle scaled imagination.
Noelle discovered Manus and built a DIY AI flower arrangement builder via natural language prompting. Customers can now design, preview, and purchase their custom bouquets in real-time, without needing Noelle to manually guide every step.
Noelle Fleur Bouquet Designer is an intuitive, self-service platform that allows customers to design, preview, and purchase their custom floral arrangements in real-time. The tool is built around a simple, nine-step process that demystifies the art of bouquet creation.
1.Select Main Flowers
2.Select Filler Flowers & Foliage
3.Select Color Palette
4.Select Bouquet Size
5.Select Packaging Style
6.Select Wrapping Color
7.Add Special Instructions
8.Generate an AI Preview Image
9.Checkout or WhatsApp Noelle Directly
Step 1-7: Customers begin by selecting from a curated catalog of main and filler flowers, each presented with a clear image and price. The interface then invites them to choose a color palette, such as "Soft Pastels" or "Velvet Passion," and select a bouquet size and packaging style. As these choices are made, a real-time pricing summary updates instantly, ensuring complete transparency and eliminating any budget-related surprises. Even more, customers can add any special instructions which are also reflected in the AI generated preview image.
Step 8-9: Next is where the magic happens. With their selections in place, customers can click "Generate AI Preview." In seconds, the tool generates a stunning, realistic mockup of their custom bouquet. This AI-powered visualization is the heart of the solution, bridging the imagination gap and giving customers the confidence to proceed with their purchase. The preview is not just a generic image as it accurately reflects the chosen flowers, colors, and wrapping, providing a true-to-life glimpse of the final product. For those who still have questions, an integrated "Enquire via WhatsApp" option provides a direct line to the Noelle Fleur team, including the link of the generated image and all the selected options, all sent as one default message. By clicking "Buy", it directly carries the estimated price to the Stripe checkout page.
In addition, Noelle also created a showroom gallery and AI chatbot grounded on the official website that supports basic Q&A.
The Impact
More conversions, less manual work, and happier customers.
The implementation of the AI Bouquet Designer has had a transformative impact on Noelle Fleur's business, turning their primary challenges into significant strengths:
Before | After |
Long, multi-channel discussions per order | A guided, self-service tool that completes the flow end-to-end |
High drop-offs from uncertainty | Higher conversions from a smooth, visual journey |
No clear product visual | Realistic AI previews that boost buying confidence |
Pricing confusion | Transparent, real-time quotes |
The ultra realistic preview image helps set customer's expectations and shorten the time-to-alignment for Noelle. Now Manus, Noelle is now able to hyper personalize her business for custom orders, and therefore increasing the sales conversion rate.
By automating the design and visualization process, Noelle Fleur has dramatically reduced its communication overhead, freeing up valuable time to focus on what they do best: crafting beautiful floral arrangements. More importantly, they have created a delightful and empowering experience for their customers, turning a once-frustrating process into a creative and enjoyable journey.
The success of the Noelle Fleur Bouquet Designer is a powerful testament to how AI can be harnessed to solve real-world business problems, enhance customer experiences, and drive growth.
Builder Tips
There're few takeaways as Noelle builds this tool:
•Ground AI in reality: To avoid AI hallucinations, Noelle anchors the tools in real-world data such as SKU pricing for stems, bundles, and packaging. This ensures every quote is accurate and trustworthy.
•Embrace a Mobile-First, Responsive Design. A significant portion of Noelle Fleur's customers engage with the brand through mobile devices. Recognizing this, it is important to double check with the AI agent that the UI and UX is mobile responsive and functional experience across all screen sizes for capturing the on-the-go customer.
•Reflect real-world product constraints: Flowers are a natural product with inherent variability. The tool was designed to account for the seasonality and unique characteristics of each flower. For example, peonies and ranunculus are marked as seasonal, with a clear note that they may be substituted if unavailable. Sunflowers are correctly noted as "always yellow only." Furthermore, the system accurately reflects that some SKUs represent multiple stalks (e.g., roses), while others are priced per stem. These details are vital as prompt inputs.
•Set Clear Expectations About AI-Generated Previews. A clear and prominent disclaimer, "Note: Final product may differ from AI-generated preview," is displayed alongside the visualization. This simple statement is crucial for acknowledging the natural variations in floral arrangements and ensuring customer satisfaction with the final, hand-crafted product.
•Prioritize Brand Consistency: The design, from fonts and colors to the overall aesthetic, was meticulously aligned with Noelle Fleur's main website to ensure a seamless and consistent brand experience. A fallback link to the main website was also included, providing a safety net and ensuring users never feel trapped.
•Final check - Debug with AI: Before going live, we asked Manus to QA all the steps, links and CTAs to automatically debug and identify potential issues. The Stripe payment integration was thoroughly tested using dummy credit card information (4242 4242 4242 4242) to ensure a smooth and secure checkout process, safeguarding against any potential payment issues.
For more details,
Contact Us
•See the Manus-generated web app
•Visit the business website
•Meet the Manus team