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The Ultimate Guide to Creating Cinematic AI Lifestyle Photos for Bangladeshi Brands

The Ultimate Guide to Creating Consistent, Cinematic AI Lifestyle Photos for Bangladeshi Brands
The Ultimate Guide to Creating Consistent, Cinematic AI Lifestyle Photos for Bangladeshi Brands
The Ultimate Guide to Creating Consistent, 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
  1. Go to gemini.google.com

  2. Sign in with your Google account (it's free)

Step 2: Select Nano Banana Pro Model
  1. Look for the model selector at the top of the interface

  2. Click on it and select "Nano Banana Pro" from the dropdown

  3. This model specializes in photorealistic image generation

Step 3: Paste Your Prompt
  1. Copy any of the prompts from this guide

  2. Paste it into the Gemini chat interface

  3. Include both the main prompt AND the negative prompt

Step 4: Generate & Refine
  1. Click "Generate," or press Enter

  2. Wait 10-30 seconds for your image

  3. If needed, adjust specific elements and regenerate

  4. 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:

  1. Copy the master prompt from this guide

  2. Open Google Gemini and select Nano Banana Pro

  3. Replace the subject with your model/target audience

  4. Swap the product/outfit with what you're showcasing

  5. Choose a location that fits your brand vibe

  6. Generate your hero shot and review

  7. Create 2-3 variations using the templates above

  8. 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:

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

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See Your AI Workforce in Action

Book a 20-minute call to see how our AI solutions can automate your specific workflows. We'll map your processes, show real examples, and build a custom implementation plan—with zero pressure.

See Your AI Workforce in Action

Book a 20-minute call to see how our AI solutions can automate your specific workflows. We'll map your processes, show real examples, and build a custom implementation plan—with zero pressure.