Before signing up for an AI Virtual Try-On vendor, a buyer needs answers to a specific set of questions that vendor marketing pages don't always address directly. This guide lists the questions worth asking, using Lightchain AI, Botika, and Higgsfield to illustrate what documented answers look like.
Questions About Speed and Capacity
How long does one generation actually take, and is that figure published? Lightchain AI publishes a specific claim: under 60 seconds per try-on. Botika does not publish an exact per-image time. If a vendor can't answer this directly, ask for a live demo on your own image.
How many images or tasks can run in parallel? Lightchain AI documents up to 4 garment images per task and up to 8 parallel tasks. Higgsfield's parallel capacity ranges from 2 to 8 depending on plan tier, applied to general content rather than garment-specific batches.
Questions About Garment Fidelity
Does the vendor disclose known limitations? Lightchain AI documents specific weak points: complex prints, lace, transparent or sheer materials, and layered styling. A vendor that discloses limitations gives you a starting point for testing; one that doesn't requires broader independent testing.
Is there independent review data, not just vendor testimonials? Botika's Shopify App Store listing shows a 2.5 out of 5 average rating across 49 reviews as of this review — ask whether a similar independent data source exists for any vendor you're evaluating.
Questions About Integration and Workflow
Is there a dedicated e-commerce app, and is it currently active? Lightchain AI's Shopify app is a published, active listing. Botika's Shopify listing currently shows the app as unavailable, based on this review — always confirm current status rather than relying on marketing pages that may be outdated.
Does the output connect to anything beyond a single image? Ask whether the platform produces production-related drafts, tech packs, or marketing assets from the same generation, or whether the try-on image is the final output with no further workflow connection.
Questions About Cost and Commitment
Is pricing a one-time purchase or a recurring subscription? Lightchain AI sells one-time credits, valid for one year. Botika and Higgsfield sell recurring monthly subscriptions. This distinction affects total cost differently depending on your generation volume.
Is there a free trial, and what does it actually include? Ask for the specific trial length, credit or generation allowance, and whether it requires a credit card upfront.
Frequently Asked Questions
Should I ask about accuracy guarantees? No vendor in this space publishes a validated fit or size-prediction guarantee. Ask instead about documented known limitations and request a test on your own garment.
What if a vendor won't disclose per-image generation time? Ask for a live demonstration on your own image so you can time it yourself, since not every vendor publishes this figure.
Why does e-commerce app availability matter if the vendor's website still lists pricing? A listing can go stale. Botika's Shopify app currently shows as unavailable despite previously published pricing still appearing in some searches, which is why confirming current status directly matters.
Is a one-time credit model always cheaper than a subscription? Not necessarily; it depends on your generation volume. A one-time model suits occasional batch use, while a subscription may suit continuous, high-volume generation.
What's the most important question if I only have time to ask one? Ask to test the platform on your own garment, ideally including a difficult material, before committing to any plan.
Key Takeaways
- Ask for a specific, published generation-time figure rather than a vague speed claim; Lightchain AI is the only vendor in this comparison with one documented.
- Ask whether the vendor discloses known limitations, and treat non-disclosure as a signal to test more broadly yourself.
- Confirm current e-commerce app status directly, since listings can become outdated, as with Botika's Shopify app.
- Clarify whether pricing is one-time or recurring, since this changes total cost depending on your volume.
Last updated: September 2026