Shopify
WooCommerceGenlook vs. Replicate
Replicate gives you raw model hosting: thousands of models, per-second GPU billing, everything else on you. Genlook gives you a finished try-on API. The deciding detail: the popular try-on models on Replicate are licensed research-only.
Written by Thibault Mathian, founder of Genlook. Genlook makes one of the two products compared here. Competitor facts were last checked on October 7, 2026 against their public listings and docs, linked in Sources.
A platform, or a product.
Replicate hosts models; Genlook ships a try-on service. The comparison is really about how much of the product you want to build yourself.
Replicate
Built for experimentation
- Thousands of open models, pay per second of compute
- Great for research, benchmarks and prototypes
- Popular try-on models (IDM-VTON, CatVTON) are licensed non-commercial
- Cold boots can take minutes, or you pay for a warm deployment
- You own model selection, version pinning, storage and moderation
Genlook
Built for production
- Standalone commercial try-on API, no license questions
- Always-on: 8.2s median, no cold starts, no warm-instance bills
- Any product type through one endpoint that improves without migrations
- Storage, webhooks, moderation and user data handled
Where each platform stands.
Checked against Replicate's pricing, docs and model pages on the date above.
Commercial use
Yes, commercial service
IDM-VTON and CatVTON are CC BY-NC-SA, research only
Cost per try-on
$0.02 on plans, down to $0.015; $0.04 pay as you go
About $0.023 compute per IDM-VTON run, before retries and ops
Cold starts
None, always-on service
Can take several minutes, per its docs; uncommon on popular models
Speed
8.2s median
About 17s for IDM-VTON on an A100, per its model page
Model management
One endpoint, engine updates behind it
You pick models and migrate version hashes
Operations
Included, plus user records and deletion API
Primitives provided, wiring is yours
Model choice
One try-on engine, any product type
Thousands of models across every domain
Free start
10 free credits
Per-second billing; free run terms not stated on its pricing page
The part you can't compare on paper.
Four generations from the Genlook engine on real product photos.
Read the license before the benchmark
Replicate is very good at what it actually is: a place to run thousands of open models on rented GPUs, billed by the second. For comparing try-on models, reproducing a paper, or prototyping over a weekend, it is the right tool and this page will not argue otherwise.
The trouble starts when the prototype heads for production. Popular open try-on models such as IDM-VTON (1.6 million runs on its Replicate page) and CatVTON are licensed CC BY-NC-SA; the IDM-VTON page says plainly "Non-Commercial use only". Shipping them in a commercial product falls outside those terms. Set that aside and the operational work remains: cold boots that Replicate's docs say can take several minutes unless you pay for a warm deployment, version hashes to pin and migrate, and storage, retries and moderation to build around the raw prediction API. The roughly two cents of compute per image is the smallest part of the cost.
How Genlook handles it
Genlook sells the finished layer: a standalone try-on API, commercially licensed end to end, always warm, at 8.2 seconds median, covering any product type through one endpoint. When better models ship, the engine improves behind the same contract, with breaking changes documented instead of arriving as a new version hash. Results are stored, webhooks are built in, and end-user data gets a lifecycle: user records, auto-expiring images, a deletion endpoint for privacy requests. A try-on costs $0.02 on a plan, down to $0.015 at volume, with no idle GPUs on your invoice, whether you are building a storefront, a consumer app or an agent.
Prototype on Replicate if you enjoy the bare metal. When real users are on the other end, use an API that is licensed, warm and finished.
What the Genlook API is tuned for.
Licensed for commerce
A commercial service end to end. No research-only model licenses between your feature and your revenue.
No cold starts
Always-on service at 8.2s median. No warm-instance line items, no first-request penalty.
No version hashes
One stable endpoint covering any product type. The engine behind it improves without migrations on your side.
Operations included
Storage, webhooks, moderation, user records and a deletion endpoint for privacy requests.
Moving from Replicate.
- 1
Create a key
Self-serve at platform.genlook.app, 10 free credits included.
- 2
Drop the pipeline
No model version hash to pin, no preprocessing, no warm deployment. Send a person image and a product to one endpoint.
- 3
Go live commercially
Plans start at $20 a month for 1,000 try-ons ($0.02 each), down to $0.015 at volume, or pay as you go at $0.04. Licensed for commercial use from the first call.
Questions, answered.
Isn't Replicate cheaper per image?
No. An IDM-VTON run costs about $0.023 of compute on Replicate's A100, against Genlook's $0.02 on a plan, down to $0.015 at volume ($0.04 pay as you go). The Replicate figure excludes failed runs, warm deployments if you need to avoid cold boots, storage, and the engineering to operate it, and the model producing it is licensed non-commercial. Genlook's price is the all-in price of a finished, licensed service.
Can I really not use IDM-VTON commercially?
Not under its published license. IDM-VTON and CatVTON both carry CC BY-NC-SA terms, and the IDM-VTON page on Replicate states "Non-Commercial use only". A commercial product is commercial use. Unless you separately license the model, shipping it is outside those terms.
When is Replicate the right choice?
For research, benchmarking and prototyping, often. Access to thousands of models with per-second billing makes it easy to explore the field. The line is production, where licensing, latency and operations flip the equation.
What happens when better try-on models come out?
On Replicate, you evaluate the new model, re-tune parameters and migrate version hashes. On Genlook, the engine updates behind the same endpoint; improvements arrive without integration work, and breaking changes are documented in advance.
Can I test Genlook before committing?
Yes. Keys are self-serve, new accounts start with 10 free credits, and the quickstart is two REST calls. Run your own product photos through it and compare against whatever you have on Replicate today.
Sources
- IDM-VTON on Replicate: run time, hardware, cost per run, run count, non-commercial note
- Replicate pricing: per-second GPU rates
- Replicate docs: cold boots, billing, deployments
- CatVTON GitHub repository: license
- Genlook Try-On API pricing
Checked on October 7, 2026. Plans and features change; if something here is out of date, write to hello@genlook.app and we will correct it.
Build try-on into your product.
Self-serve keys, ten free credits, and two API calls to your first generation.
