Upgrade Your Product Shots
The Ultimate Guide to Creating Cinematic AI Lifestyle Photos for Bangladeshi Brands
A proven prompt formula for Bangladeshi brands to generate magazine-quality product photography at zero cost.
Creating consistent, professional AI-generated images is one of the biggest challenges for brands trying to build a cohesive visual identity. Most businesses struggle with getting the same quality, style, and mood across multiple images—even when using similar prompts.
We've cracked the code.
This guide reveals the exact prompt structure we use to generate 7+ cinematic portraits with identical lighting, mood, and quality—optimized specifically for Bangladeshi brands, products, and models.
Whether you're showcasing fashion products, creating brand campaigns, or building content for your e-commerce store, this formula will save you thousands in photography costs while maintaining premium quality.
What You'll Get
The exact prompt structure that guarantees consistency
How to use Google Gemini + Nano Banana Pro (step-by-step)
4 ready-to-use variations for different use cases
How to customize this for YOUR brand/product
Common mistakes to avoid (and how to fix them)
How to Use These Prompts: Step-by-Step
Before we dive into the prompts, here's exactly how to use them:
Step 1: Access Google Gemini
Go to gemini.google.com
Sign in with your Google account (it's free)
Step 2: Select Nano Banana Pro Model
Look for the model selector at the top of the interface
Click on it and select "Nano Banana Pro" from the dropdown
This model specializes in photorealistic image generation
Step 3: Paste Your Prompt
Copy any of the prompts from this guide
Paste it into the Gemini chat interface
Include both the main prompt AND the negative prompt
Step 4: Generate & Refine
Click "Generate," or press Enter
Wait 10-30 seconds for your image
If needed, adjust specific elements and regenerate
Download your final image
Pro Tip: Save your best-performing prompts in a Google Doc for easy reuse and team collaboration.
The Foundation: Master Prompt
This is the exact prompt we used to create professional editorial-style portraits featuring a Bangladeshi model. This formula has been tested and optimized for South Asian features, skin tones, and local aesthetics.
Negative Prompt (Critical for Quality)

Why This Prompt Works: Key Elements
Understanding the structure helps you create better prompts for your own needs. Here's what makes this formula effective:
1. Clear Output Format
Photorealistic editorial street photograph, vertical 4:5.
This tells the AI exactly what style and dimensions you need—critical for consistency.
2. Specific Subject Description
We don't say "a woman"—we specify:
Young Bangladeshi woman
Natural medium-brown skin tone
Distinctly South Asian facial features
Why it matters: Specificity = consistency. Vague descriptions produce random results.
3. Complete Outfit Details
Every clothing item is described in detail to prevent the AI from improvising.
4. Controlled Pose & Expression
Precise posing instructions create intentional, directed shots—not random snapshots.
5. Environmental Depth
Background elements (flowers, benches, buildings) add visual interest without overwhelming the subject.
6. Lighting Mastery
"Golden-hour sunlight enters from the upper-left" with "warm highlights" and "soft shadows"—direction and quality matter.
7. Mood Setting
Post-processing notes like "cinematic muted color grading" and "subtle film grain" guide the aesthetic.
The 4 Variations: Same Model, Different Use Cases
Once you have a base prompt that works, you can modify specific elements to create a cohesive series. Here are 4 proven variations:
Variation 1: Top-Down Posh Brand Angle
Use Case: Luxury brand campaigns, Instagram fashion content, editorial spreads
Modified Prompt:
What Changed:
Camera: Top-down, high perspective
Pose: Fashion-forward, confident
Expression: Calm, high-fashion attitude
Hand placement: One in the pocket
Perfect For: Instagram feed content, luxury brand aesthetics, editorial magazine layouts

Variation 2: Clean Hero Product Shot
Use Case: E-commerce product pages, lookbooks, catalog photography
Modified Prompt:
What Changed:
Pose: Standing upright instead of sitting
Camera: Straight-on, eye-level
Focus: Coat silhouette and structure
Background: More blur for product emphasis
Perfect For: Online stores, product catalogs, hero images on landing pages

Variation 3: Detail-Focused Texture Shot
Use Case: Product detail pages, quality showcase, material emphasis
Modified Prompt:
What Changed:
Framing: Close-up crop on fabric details
Focus: Texture, stitching, material quality
Face: Softly out of focus
Perfect For: "Zoom-in" sections, material quality showcases, carousel detail posts

Variation 4: Movement & Drape
Use Case: Fashion campaigns, lifestyle content, "how it wears" content
Modified Prompt:
What Changed:
Action: Walking motion instead of a static pose
Coat: Slightly open to show drape
Camera: Mid-motion capture
Perfect For: Lifestyle fashion campaigns, Instagram Reels thumbnails, dynamic content

Universal Negative Prompt
Use this for every variation to maintain quality and consistency:
How to Customize for YOUR Brand
Now that you understand the structure, here's how to adapt it for your products and brand:
Step 1: Define Your Subject
Replace:"A young Bangladeshi woman with natural medium-brown skin tone..."
With YOUR model/target:
"A young Bangladeshi man in his late 20s with warm brown skin and short black hair..."
"A middle-aged Bangladeshi woman with olive skin and shoulder-length wavy hair..."
"A teenage Bangladeshi girl with fair skin and long straight black hair..."
Pro Tip: Always specify ethnicity, age range, skin tone, and hairstyle for consistency.
Step 2: Swap the Product/Outfit
Replace:"oversized black wool overcoat layered over a crisp white collared shirt, tailored black trousers, and white-gray lace-up sneakers"
With YOUR product:
"slim-fit navy blue blazer, cream turtleneck sweater, dark denim jeans, brown leather loafers"
"traditional white Punjab with subtle embroidery, black trousers, brown sandals"
"oversized red cotton hoodie, black joggers, white sneakers"
"elegant burgundy saree with gold border, traditional jewelry, open-toe heels"
Step 3: Adjust the Location
Replace:"sits alone on a dark wooden picnic bench in an asphalt parking-lot courtyard... green container-style building..."
With YOUR setting (Bangladeshi contexts work great):
"stands in front of a colorful rickshaw-painted wall in Old Dhaka with traditional patterns."
"walks through a modern Dhaka office building lobby with glass and marble interior.s"
"leans against a red brick wall near Ahsan Manzil with the river visible in soft focus."
"sits on the steps of a contemporary Bangladeshi cafe with indoor plants and warm lighting."
Step 4: Modify Lighting for Your Mood
Replace:"Golden-hour sunlight enters from the upper-left..."
With YOUR lighting:
"Soft overcast natural light from above, even and diffused, no harsh shadows" (modern/minimal)
"Late afternoon sunlight streaming through tall windows, creating long shadows" (dramatic)
"Early morning blue-hour light, cool tones, subtle glow" (moody/editorial)
"Bright midday sun with natural shadows, warm Bangladesh summer light" (energetic)
Step 5: Control the Vibe with Mood Descriptors
At the end of your prompt, add:
"Editorial luxury fashion photography, bold and confident"
"Candid lifestyle photography, warm and approachable"
"High-end commercial product photography, clean and sophisticated"
"Documentary street style, authentic and raw"
"Contemporary Bangladeshi fashion photography, culturally grounded yet modern."

Common Mistakes (And How to Fix Them)
❌ Mistake 1: Being Too Vague
Bad: "A woman in a coat sitting outside."
Good: "A young South Asian woman with medium-brown skin wearing an oversized black wool overcoat, sitting on a wooden bench in an urban courtyard."
Fix: Add 3-5 specific descriptors for every major element.
❌ Mistake 2: Not Using a Negative Prompt
Without a negative prompt, you'll get:
CGI/illustrated looks instead of photorealism
Random text overlays or watermarks
Overly stylized, artificial results
Fix: ALWAYS include "no illustration, no CGI, no text, no watermark."
❌ Mistake 3: Changing Too Many Variables at Once
If you change the model, outfit, location, AND lighting between shots, you lose consistency.
Fix: Change ONE element per variation (angle OR pose OR lighting—not all three).
❌ Mistake 4: Ignoring Lighting Direction
Bad: "natural lighting."
Good: "soft golden-hour sunlight entering from the upper-left, casting warm highlights on the face and coat, with gentle shadows on the right side."
Fix: Always specify WHERE light comes from and its quality.
❌ Mistake 5: Overloading with Props
Too many background elements distract from your subject.
Fix: Limit props to 2-3 intentional items that add story without clutter.
Your Action Plan
Here's what to do next:
Copy the master prompt from this guide
Open Google Gemini and select Nano Banana Pro
Replace the subject with your model/target audience
Swap the product/outfit with what you're showcasing
Choose a location that fits your brand vibe
Generate your hero shot and review
Create 2-3 variations using the templates above
Build a library of your best prompts for future use
Why This Matters for Bangladeshi Brands
Professional product photography in Bangladesh typically costs:
BDT 5,000 - 30,000 per half-day shoot
BDT 3,000 - 5,000 for edited image
Additional costs for models, location, and styling
With this AI approach:
Generate unlimited images for free (or minimal API cost)
Create 20+ variations in the time it takes to book a photographer
Test different concepts before committing to expensive shoots
Maintain brand consistency across all content
This isn't about replacing photographers entirely—it's about democratizing access to professional-quality visuals for businesses that can't afford monthly photoshoots.
Final Thoughts
Consistency in AI image generation isn't magic—it's specificity + structure.
The more precise your prompts, the more control you have.
The more control you have, the more professional your results.
The more professional your results, the more your brand stands out.
You now have a proven formula optimized for Bangladeshi brands and South Asian aesthetics. Use it, customize it, and create something amazing.
Need Help with AI Automation?
This prompt guide is just one example of how we think at Numorph: practical, repeatable, results-driven.
We specialize in AI automation for businesses:
Nebula - AI that handles customer support and sales 24/7 [Learn More]
Aurora - AI that creates and publishes content automatically [Learn More]
Lyra - AI that finds leads and manages outreach. [Learn More]
Whether you need AI-powered customer support, content creation, or lead generation, we build solutions that save you 20+ hours per week.
Get in touch:
Email: hello@numorph.net
Website: numorph.net
Facebook: Numorph's Facebook.
Want more guides like this? Follow Numorph on social media for practical AI tips that actually work for Bangladeshi businesses.
Date
Feb 5, 2026
Author
Numorph Team



