कारीगर Karigar vs Fashn · a fashion-vertical virtual try-on and photography API and app, built for developers and creative teams

RoopTantra vs Fashn — a great API if you have engineers, an agent if you don’t

Fashn (fashn.ai) is a fashion-vertical virtual try-on platform with a genuinely strong purpose-built model — nine documented API endpoints plus a consumer app, priced in USD from $7.50 on-demand credits to $199/mo subscriptions. It’s a fine choice for a developer or agency wanting to build a custom pipeline. Karigar is the other end of that spectrum: no API to integrate, no endpoints to choose between — you brief him in chat and he plans, renders, crops and reports on the whole campaign.

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₹10,000 free credits · no card₹70 per photo, billed in rupeesBuilt for Indian apparel

RoopTantra is independent and not affiliated with, endorsed by or sponsored by Fashn. The name is used for identification only and all trademarks belong to their owners. Nothing here describes Fashn’s features or pricing beyond what is cited from their own public materials — those change often and are best checked at the source. Fashn is described here only by what it publicly says about itself.

In their own words

What Fashn actually is

Fashn (fashn.ai) describes itself as an "AI fashion studio" offering virtual try-on and AI fashion-model photography, both as a web/iOS app and as a developer API ("FASHN API — Virtual Try-On & AI Fashion Tools for Developers"). Its own pages list nine endpoints: Try-On Max (claimed pre-trained on 18 million try-on examples, up to 4K), Product to Model, Model Create, Face to Model, Model Swap, Background Remove, Edit, Reframe and Image to Video. Pricing (USD, listed on help.fashn.ai as of August 2026) runs from $0.075/credit on-demand ($7.50 minimum) to commitment tiers up to $1,249/mo on the API side, and $19–$199/mo on the app side.

A best-in-class, purpose-built try-on model

Their claimed 18M-example training set and up-to-4K output target garment fidelity specifically — including graphic prints and text — a narrower, deeper capability than a general campaign tool builds in-house.

Strong API-first developer experience

Nine well-documented endpoints make it straightforward for a technical team to build a custom pipeline or embed try-on directly into a storefront or app.

Transparent, low-entry pricing

A $7.50 minimum on-demand purchase and no required subscription make it accessible for a small team or a single integration test, with clear volume discounts at scale.

Serves both builders and non-builders

A consumer-facing web/iOS app sits alongside the API, so non-technical users and engineering teams are both served from one product — unlike API-only competitors.

Category, feature and pricing details on this page were researched as of August 2026, directly from each company's own public site. Feature lists and prices change; check the source directly before deciding.

Endpoints, or a brief

Nine endpoints to integrate, or one chat to open

Fashn is genuinely built for people who want to assemble their own pipeline — Try-On Max, Model Create, Image to Video and six other endpoints, each with its own parameters and pricing. That’s the right tool if you have engineering time to build the surrounding product. Karigar assumes you don’t: there’s no endpoint to pick, no pipeline to assemble. You describe the shoot or the campaign in chat, and the plan, the renders, the channel crops and the ROAS report come back as one thing.

  • No API keys or endpoint selection — one chat thread plans and generates the whole campaign
  • Garment fidelity checked against your own reference photos rather than relying on a single pre-trained model’s general accuracy
  • Full festival campaigns and channel crops generated together — a coordinated campaign is not part of Fashn’s public product description as of August 2026
  • ROAS reconciled to your real Shopify orders — out of scope for a single-asset generation API

Made by Karigar from flat-lay phone photos of real garments.

Capability by capability

RoopTantra and Fashn, side by side

Fashn a fashion-vertical virtual try-on and photography API and app, built for developers and creative teamsRooptantra · Karigar
What you’re buyingNine documented API endpoints (try-on, model create, image-to-video, and more) for a developer to assemble a pipeline; a chat-based planning agent is not part of the public product description as of August 2026.A single chat thread — describe the shoot or campaign and Karigar plans, generates and crops it.
Garment fidelity approachA single pre-trained try-on model claimed to preserve "even graphic prints and text," per their own product page — a strong general-purpose model, not a per-garment check.Every render compared against your own front and back reference photos and re-rendered if zari, print repeat or drape drifts.
Brand DNA extractionNot mentioned in their public materials as of August 2026.Read from your site and catalogue automatically, stored as an editable Brand DNA panel.
Full campaignsSingle-asset endpoints (a try-on image, a model photo, an image-to-video clip) rather than campaign orchestration, per their own API documentation.One brief becomes theme, offer, copy, price badges and every channel crop.
Festival presetsNot mentioned in their public materials as of August 2026.22 presets, Holi to Onam to Diwali, ready to brief in a sentence.
ROAS reconciliationNot mentioned in their public materials as of August 2026.Meta and Google Ads reconciled against your real Shopify orders through GA4.
CurrencyUSD only, across both API and app pricing pages, as listed on help.fashn.ai as of August 2026.Rupees — ₹10,000 free credits, then ₹70 a photo, with GST invoices.

Category, feature and pricing details on this page were researched as of August 2026, directly from each company's own public site. Feature lists and prices change; check the source directly before deciding. Rows here are specific to Fashn, drawn from their own public materials rather than a generic category comparison.

Being straight with you

When Fashn might be enough

Not every brand needs an agent, and we would rather you knew that now than after a month. A simpler image product is the sensible choice if:

  • You have engineering time and want to build your own pipeline on top of a purpose-built try-on API.
  • You need single-asset try-on, product-to-model or image-to-video generation, not a full campaign, and you’re comfortable choosing between endpoints.
  • You’re fine with USD credit purchases starting at $7.50 and don’t need rupee billing or GST invoices.

Karigar earns his place when the work is bigger than one image — a festive calendar to hit, a catalogue to keep consistent, ad spend whose true return nobody can pin down, and no time to assemble a report about any of it.

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Questions

RoopTantra and Fashn, answered plainly

Genuinely, yes — nine documented endpoints (Try-On Max, Model Create, Image to Video and more), a $7.50 minimum on-demand purchase, and no required subscription make it a reasonable choice for a technical team building a custom fashion-image pipeline. Karigar is built for the opposite situation: no API integration, no endpoints — a brand describes the shoot in chat.

Not mentioned anywhere in their public materials as of August 2026 — their endpoints are single-asset generation (a try-on image, a model photo, a video clip), not a campaign or festival-preset system. Karigar ships 22 India-specific festival presets and plans the whole campaign — theme, offer, copy, price badges and channel crops — from one brief.

Their Try-On Max model is described as pre-trained on 18 million try-on examples and claims to preserve "even graphic prints and text" at up to 4K resolution — a strong general-purpose model. Karigar takes a different approach: every render is compared against your own front and back reference photos of the actual garment, and anything that drifts is re-rendered before you see it.

No — both the API and app pricing pages list USD only, from $0.075/credit on-demand to $199/mo on the top app tier, as of August 2026. RoopTantra starts with ₹10,000 in free credits, no card, then ₹70 a photo billed in rupees with GST invoices.

No. RoopTantra is an independent Indian product and is not affiliated with, endorsed by or sponsored by Fashn or any other tool. The name is used only to identify the product people are comparing when they arrive here, and all trademarks belong to their owners. Every claim about Fashn on this page is drawn from their own public materials as researched in August 2026 — feature lists and prices move, so check theirs directly before deciding.

Yes — that is what the ₹10,000 in free credits are for, and there is no card. Upload a front and back phone photo of one piece and ask for a shoot; the first photo comes back in about 30 seconds, so you can judge the zari and the drape yourself rather than take our word for it.

No. Most brands start with one drop — two flat-lay photos of a garment, one shoot, one campaign — and connect Shopify and Meta later when they want the ROAS side. Your free credits are enough to run that first drop end to end.

Still shortlisting

Other comparisons

All product names and trademarks mentioned on this page belong to their respective owners and are used only to identify the category being compared.

Compare him on your own garment.

₹10,000 in free credits, no card. Upload one piece, ask for a shoot, and judge the zari and the drape yourself — in about 30 seconds.

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No card. No lock-in. Credits are yours to spend on real shoots.