— On-model imagery · 150+ styles · 2K/4K
Direct your kurta campaign with the AI Kurta Outfit Generator—click, adjust, generate.
Get studio-quality on-model photos for every kurta SKU, built around the garment—not a text box. Direct the shoot with sliders and visual presets, then generate from your browser GUI in seconds. No studio days. No samples shipped. No prompting.
- ~$0.55 per image
- ~30–40s per generation
- 150+ visual styles
- 2K/4K output
- C2PA-signed provenance
- Full commercial rights, permanent
7-day free trial • 50 tokens (10 images) • Cancel anytime


Direct the shoot. Zero prompts.
Choose a lens, framing, lighting, and a clean campaign mood. The UI locks the shoot to your garment settings so your kurta stays consistent from output to output—no text field required. 5 tokens · ~34s per image
- 6 clicks · 0 keystrokes
- app.rawshot.ai / new_shoot
How it works
Click-directed kurta shoots, without a text box
Every creative decision is a control—camera, framing, lighting, mood—so you can iterate fast across SKUs and publish with provenance.
- Step 01
Select your shoot controls
Click lens, framing, lighting, background, and visual style presets in the RAWSHOT UI. Your kurta stays the brief, not a suggestion written in text.
- Step 02
Direct the garment-led look
Adjust pose, angle, and product focus using sliders and UI controls. Because generation is engineered around the garment, you avoid drift across variants.
- Step 03
Generate and keep rights-ready outputs
Generate 2K or 4K stills, each C2PA-signed and watermarked with visible and cryptographic layers. Failed generations refund tokens, and every output includes full commercial rights, permanent, worldwide.
Spec sheet
Proof for kurta consistency at scale
Twelve on-page proofs that cover garment fidelity, synthetic model labeling, provenance, and the operational paths from single shoots to APIs.
- 01
No-likeness by design
Synthetic models are built from 28 body attributes with 10+ options each. Accidental real-person likeness is statistically negligible by design, and outputs are transparently labeled.
- 02
Click-driven UI, no prompts
Camera, angle, distance, frame, pose, facial expression, light, background, and product focus are all controls. You direct the shoot with buttons and sliders—not a prompt field.
- 03
Garment fidelity stays faithful
Cut, colour, pattern, logo placement, fabric, and drape are represented faithfully. The garment is the brief, so your kurta’s details don’t get bent around a generic request.
- 04
Diverse synthetic models, labeled
Use diverse synthetic models to match your brand without guessing how the model will behave. Every output carries AI labelling and synthetic provenance cues.
- 05
SKU consistency across outputs
Keep the same model face and body choices while iterating SKUs, so you don’t get inconsistent faces from shot to shot. Your catalog stays visually coherent release after release.
- 06
150+ visual styles for kurta campaigns
Choose from catalog, lifestyle, editorial, campaign, street, Y2K, vintage, noir, and more. Style presets help you match your PDP and social formats in one workflow.
- 07
2K/4K resolution and every ratio
Generate at 2K or 4K, with every aspect ratio needed for ecommerce and platform publishing. From full-body campaigns to detail crops, framing stays controlled.
- 08
Compliance and AI provenance signals
Outputs include C2PA-signed provenance. RAWSHOT aligns with EU AI Act Article 50 (effective 2 Aug 2026) and California SB 942, plus GDPR-aligned handling for EU hosting.
- 09
Signed audit trail per image
Each generation carries a signed audit trail, so teams can verify what produced a specific output. That makes approvals and catalog publishing cleaner for real operations.
- 10
GUI for single shoots, REST for catalog scale
Use the browser GUI for one-off lookbooks or homepage updates. Switch to REST API when you need nightly pipelines across hundreds or thousands of SKUs.
- 11
Speed and predictable token pricing
Still images generate in about 30–40 seconds, with pricing around ~$0.55 per image. Tokens never expire, and failed generations refund tokens.
- 12
Full commercial rights, permanent
Every RAWSHOT photo includes full commercial rights to every output, permanent and worldwide. Publish for ecommerce, campaigns, and product pages without a shifting licensing story.
Outputs
Kurta-ready outputs you can publish from one click-directed shoot
Browse a small set of labeled kurta samples across moods and formats. Each output is generated with signed provenance and watermarking so your approvals move faster.




Browse 150+ visual styles →
Comparison
RAWSHOT vs category tools vs DIY prompting
Three lenses on every dimension — what you optimize for in RAWSHOT versus typical category tools and blank-box AI workflows.
01
Interface
RAWSHOT
Click-driven controls for camera, framing, lighting, and style—no typing.Category tools + DIY
Prompt-first tools with narrower controls and more trial-and-error. DIY prompting: You type a request and rework text until the output looks right.02
Garment fidelity
RAWSHOT
Engineered around the garment so cut, colour, and drape stay faithful.Category tools + DIY
Less garment-led control; details can drift between iterations. DIY prompting: Generic models often invent changes to patterns, placement, or fabric feel.03
Model consistency across SKUs
RAWSHOT
Same model identity choices across your catalog to prevent face drift.Category tools + DIY
Consistency is often manual and breaks when you change prompts. DIY prompting: Different generations can shift faces, proportions, and style cues.04
Provenance + labelling
RAWSHOT
C2PA-signed provenance with visible and cryptographic watermarking layers.Category tools + DIY
Provenance is missing or incomplete, and labelling is inconsistent. DIY prompting: Outputs typically lack signed provenance metadata and clear labelling.05
Commercial rights
RAWSHOT
Full commercial rights to every output, permanent, worldwide.Category tools + DIY
Rights terms are often unclear or vary by tool tier. DIY prompting: Unclear licensing and attribution expectations create publishing risk.06
Iteration speed per variant
RAWSHOT
30–40 seconds per still with controls you can reuse across SKUs.Category tools + DIY
More back-and-forth to regain garment accuracy with each prompt change. DIY prompting: Prompt-engineering overhead grows as you iterate variants and fix drift.07
Pricing transparency
RAWSHOT
Flat per-image pricing around ~$0.55, with tokens that never expire.Category tools + DIY
Per-seat pricing and volume tiers can punish growth. DIY prompting: Costs and limits depend on token usage and paywalls per model.08
Catalog API
RAWSHOT
REST API for nightly SKU pipelines with the same shoot controls as the GUI.Category tools + DIY
Harder to operationalize consistently across catalogs and approvals. DIY prompting: No clean, reproducible pipeline; batch output tends to be unpredictable.
Prompting does not scale
Stop writing essays. Direct the shoot.
Most AI photo tools start with a blank text box. Rawshot turns the shoot into repeatable controls, so creative teams can produce consistent fashion imagery without prompt syntax or one-off hacks.
Category norm
ManualCreate a premium editorial fashion photograph of a model wearing the exact navy oversized wool coat from SKU-1842, full-body crop, realistic hands, consistent facial identity, clean e-commerce lighting, subtle Paris street background, 85mm lens, no logo distortion, no fabric hallucination, same pose as last campaign, repeatable for all colorways...
A prompt can describe one image. It cannot become a shared production system for hundreds of products, models, angles and markets.
Rawshot
ClicksSaved shoot recipe
Apply to 1 SKU or 10,000 via GUI, CSV or REST API.
Rawshot makes creative direction visible: buttons, presets and sliders instead of hidden prompt craft. The result is easier to teach, faster to approve and built for repeat production.
Use cases
From kurta drops to catalog uploads
Operator archetypes and how click-directed, garment-first output fits the way they actually work.
- 01
Indie kurta designer
Generate campaign-ready on-model photos for your next collection without booking studio days.
Confidence · high
- 02
DTC ecommerce brand
Update PDP imagery across colorways and prints while keeping consistent framing and garment fidelity.
Confidence · high
- 03
Catalog operations team
Run REST API batches so every SKU gets labelled, watermarked imagery on a predictable schedule.
Confidence · high
- 04
Seasonal relauncher
Iterate look-and-feel presets for spring and winter drops while avoiding invented logo surprises.
Confidence · high
- 05
Resale and vintage seller
Create consistent listings for similar kurtas without reshooting when you expand your inventory.
Confidence · high
- 06
Adaptive fashion line
Produce inclusive on-model imagery with clear provenance and stable output across product variants.
Confidence · high
- 07
Factory-direct manufacturer
Generate standardized marketing images across production runs, keeping the same model identity choices.
Confidence · high
- 08
Marketplace seller
Produce platform-ready formats quickly—square, 4:5, 16:9—without reworking prompts per listing.
Confidence · high
- 09
Student or workshop creator
Learn production-grade controls for wardrobe imagery and export consistent assets for portfolios.
Confidence · high
- 10
Influencer commerce partner
Maintain a consistent brand face and style across posts by reusing the same shoot controls.
Confidence · high
- 11
Lookbook editor
Switch visual styles and lighting moods for editorial storytelling while keeping the kurta as the brief.
Confidence · high
- 12
Crowdfunding kurta campaign
Publish updated product imagery for stretch goals without waiting for physical samples to arrive.
Confidence · high
— Principle
Honest is better than perfect.
RAWSHOT outputs are built with transparency: C2PA-signed provenance plus visible and cryptographic watermarking. For teams publishing kurta imagery at scale, this gives a clean, auditable record of what was generated, and it supports compliance expectations aligned with EU AI Act Article 50 and California SB 942.
Rights & provenance
Full commercial rights. Forever.
- C2PA-signed on every image — EU AI Act Article 50 compliant
- 28-attribute synthetic models — real-person likeness statistically impossible
- Full commercial rights to every generation — no recurring licensing fees
- Tokens never expire · One-click cancel · Transparent pricing
EU AI Act
C2PA
Commercial use
Pricing
~$0.55 per image.
~30–40 seconds per generation. Tokens never expire. Cancel in one click.
- 01The cancel button is on the pricing page.
- 02No per-seat gates. No 'contact sales' walls for core features.
- 03Failed generations refund their tokens.
- 04Full commercial rights to every output, permanent, worldwide.
FAQ
Practical answers on control, rights, pricing, scale, and compliant publishing.
Do I need to write prompts to use RAWSHOT?
Never—you direct every output with sliders, presets, and clicks on the garment, not typed prompts. That control stays consistent whether you’re using the browser GUI or sending settings through the REST API, which makes onboarding ecommerce teams straightforward.
For catalog work, reliability matters more than model cleverness. RAWSHOT keeps tokens, timings, refund rules, commercial rights framing, provenance signalling, watermarking cues, and batch-ready patterns explicit so operations can iterate product variants without prompt roulette.
What does on-model kurta photography change for ecommerce and PDP updates?
It turns kurta imagery into an operations task, not a recurring production event. When you can generate consistent on-model shots quickly, you can refresh your PDP pages for new prints, colors, and seasonal edits without waiting for studio availability.
RAWSHOT is garment-led: you click camera, framing, lighting, mood, and visual style presets while the kurta stays faithful to the brief. Each output is 2K/4K and carries C2PA-signed provenance plus watermarking, so approvals and publishing stay clean.
Why skip reshooting every SKU when you update your kurta line for season changes?
Because reshoots break timelines and budgets, especially when you’re adding colorways, trims, or print variations. The goal is repeatable assets: the same model choices, controlled lighting, and consistent framing so the catalog reads as one collection.
RAWSHOT keeps iteration fast with per-image pricing and 30–40 seconds generation time. You can reuse the same shoot controls across variants, then publish with signed audit trails and full commercial rights, permanent and worldwide.
How do we turn a flat kurta into catalogue-ready imagery without prompts?
In RAWSHOT, you direct the shoot using UI controls: pick lens, framing, pose, angle, lighting, background, and a visual style preset. The garment is the brief, so the generated images reflect the kurta’s cut, colour, pattern, logo placement, and drape.
This approach avoids output drift that often happens when you change prompt wording for each variant. You also get provenance and watermarking on every result, which makes QA and approvals easier for production teams.
Why does garment-led control beat prompt roulette for product detail pages?
Prompt-based systems can change details you care about—patterns, trims, or branding—between generations, which forces rework after each iteration. For ecommerce, that inconsistency becomes a workflow problem because you still need to curate and approve.
RAWSHOT keeps creative intent inside the interface, with controls for camera and styling that you can reuse. You also get signed provenance and labelling, so teams can confidently publish outputs that match their standard.
How are RAWSHOT outputs labeled, and what does that mean for commercial publishing?
Every output includes AI labelling and C2PA-signed provenance, plus visible and cryptographic watermarking layers. That means your publication workflow can keep a clear record of what was generated, not just what it looks like.
RAWSHOT also provides full commercial rights to every output, permanent and worldwide. For catalog and marketing teams, the practical takeaway is simple: you can generate kurta imagery for campaigns and PDPs with a rights story that stays consistent.
What quality checks should we run before we publish kurta images from a generation workflow?
Start with garment fidelity: verify cut, colour, pattern placement, and drape match your product specs. Then confirm framing and focus (full outfit vs close-up) match the PDP or campaign format you plan to publish.
RAWSHOT helps because each output carries provenance cues and a signed audit trail, so you can trace what produced the image. Watermarking is applied automatically, and synthetic models are labeled, so your compliance and QA steps stay predictable.
How does token pricing work for stills when we need many kurta variants?
For photos, you’re charged around ~$0.55 per image, and a generation typically takes about 30–40 seconds. Tokens never expire, and failed generations refund tokens so you can iterate without hidden penalties.
That pricing model is built for catalog rhythm: you generate the variants you need, cancel if you stop, and keep the workflow consistent across runs. Every output includes full commercial rights, permanent and worldwide.
Can we integrate a kurta photography pipeline with a catalog system or storefront API?
Yes. RAWSHOT includes a REST API for catalog-scale pipelines, while the browser GUI supports single-shoot and lookbook work. That lets your team reuse the same shoot controls across interactive work and automated batch jobs.
Because the workflow is garment-led and provenance-bearing, the API outputs are consistent enough for downstream approvals. You also get C2PA-signed provenance and an audit trail per image, which makes integration cleaner for publishing teams.
When scaling output, how do we keep the same brand look across platforms and roles?
Assign roles to the UI controls you standardize: lens choice, framing, lighting system, background palette, and visual style presets. Then reuse those settings across your kurta SKUs so marketing, ecommerce, and catalog teams align without rethinking a creative brief every time.
RAWSHOT’s consistency is reinforced by labeled synthetic models and signed provenance on every output. The result is throughput you can run nightly without prompt-based variance, and it ends with outputs that carry full commercial rights, permanent, worldwide.
Keep exploring