alana vs vtex native search
alana vs vtex native search
vtex’s native search is keyword-based and lives inside vtex. alana adds ai search on top (semantic understanding, ranking, and recommendations) without leaving vtex, plus aeo and mcp that native search doesn’t touch.
the bottom line
two tools, side by side
alana
one platform for all three ai commerce channels, layered on your current stack. score, optimize, search, and distribute without re-platforming.
- visible in ai assistants (aeo)
- ai search on your own storefront
- mcp distribution to commerce agents
- catalog scoring, optimization & media
vtex native search
alana runs inside vtex (and shopify, magento…). you keep your platform and add the ai layer native search lacks.
genuinely strong at
- works inside your stack (no re-platforming)
the full comparison
every capability, grouped by channel. green is full support, amber is partial, and a cross is not covered.
| capability | alana | vtex native search |
|---|---|---|
| ai assistants · channel 1 · aeo | ||
| ai visibility in assistants (chatgpt, gemini, perplexity) | ||
| ai search · channel 2 · your storefront | ||
| ai site search (your storefront) | ||
| recommendations | ||
| commerce agents · channel 3 · mcp | ||
| mcp distribution (commerce agents) | ||
| catalog intelligence · score · optimize · media | ||
| ai commerce score (catalog readiness) | ||
| ai catalog optimization | ||
| ai media & look generation | ||
| platform fit · how it deploys | ||
| works inside your stack (no re-platforming) | ||
| vendor-neutral / cross-assistant |
based on publicly available positioning as of 2026 · alana’s view · not affiliated with vtex native search
why teams pick alana over vtex native search
catalog intelligence
alana covers ai commerce score (catalog readiness), ai catalog optimization, ai media & look generation. vtex native search leaves this gap.
ai assistants
alana covers ai visibility in assistants (chatgpt, gemini, perplexity). vtex native search leaves this gap.
ai search
alana covers ai site search (your storefront), recommendations. vtex native search leaves this gap.
keyword vs ai
same query. one understands it.
legacy search matches words. alana understands the shopper, and returns a complete, buyable look.
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