alana vs vertex ai search (gemini)
alana vs google vertex ai search
vertex ai search is powerful but google-centric and developer-heavy. it powers search and surfaces in google, but doesn’t distribute to chatgpt/perplexity, has no mcp for agents, and no catalog scoring or optimization. alana is turnkey and vendor-neutral.
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
google vertex ai search
vertex is a google-first platform for engineers. alana is commerce-first, cross-assistant, and no re-platforming.
genuinely strong at
- ai site search (your storefront)
- recommendations
the full comparison
every capability, grouped by channel. green is full support, amber is partial, and a cross is not covered.
| capability | alana | google vertex ai 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 google vertex ai search
why teams pick alana over google vertex ai search
catalog intelligence
alana covers ai commerce score (catalog readiness), ai catalog optimization, ai media & look generation. google vertex ai search leaves this gap.
platform fit
alana covers works inside your stack (no re-platforming), vendor-neutral / cross-assistant. google vertex ai search leaves this gap.
commerce agents
alana covers mcp distribution (commerce agents). google vertex ai 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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