RAQS

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Voice assistant for e-commerce: how does it lift conversion?

When a shopper lands on your store and can't find the product, can't see price or stock at a glance, or leaves questions unanswered, they abandon the cart. A voice assistant removes exactly these friction points: the visitor finds the product by speaking, gets the right answer instantly, and can add it to the cart in the same session. This article explains the precise mechanisms by which voice commerce lifts conversion, step by step.

Why a voice assistant lifts conversion

The biggest conversion loss in online retail comes from shoppers not finding what they want fast enough. The classic search box only helps users who already know the exact words; filters demand click after click; most product questions go unanswered. Every extra click and every moment of uncertainty drags conversion down. A voice assistant collapses those steps into a single natural sentence: the visitor says what they want, and the assistant takes them straight to the right product or answer.

RAQS is a voice AI assistant you add to any website with one line of code. The visitor taps the orb or a 3D mascot and speaks; the assistant answers from your own content and, when needed, guides them on the page or takes an action such as add-to-cart. No typing, no getting lost in menus — the path from intent to purchase gets shorter. That is the critical lever for lifting conversion: reduce friction and make the decision easier within the session.

Fewer clicks

One conversation instead of search + filter + browsing.

Instant answers

Product, price and stock questions answered without waiting.

Intent to sale

The visitor is steered straight to the right product.

Voice product discovery: from search box to speech

Shoppers often don't know the exact product name; they describe what they want in everyday language: 'a waterproof winter boot under a hundred dollars'. Traditional search can't handle that sentence. A voice assistant understands natural language and finds matching products from your own catalog. RAQS does this with hybrid retrieval: semantic (vector) search captures intent, Postgres full-text keyword search nails the exact term, RRF fusion combines the two, and a similarity threshold filters out irrelevant results.

The knowledge base is built from your content. You crawl your site (sitemap + pages; JS-rendered SPA stores are processed with a headless browser; clean text extraction via trafilatura; robots.txt respected). Content is chunked, embedded with Azure embeddings (text-embedding-3-small) and stored in pgvector. So the visitor discovers by speaking, and the assistant speaks only from your catalog.

Natural-language discovery

Search by need, not the exact product name.

Hybrid retrieval

Vector + keyword + RRF fusion + threshold.

Your catalog

Knowledge base from crawl, text/FAQ or PDF/Word.

Instant price and stock answers

The two most common questions in e-commerce are simple but directly affect conversion: 'Do you have this?' and 'How much is it?'. If the shopper can't get those answers fast, they go to a competitor. RAQS additionally extracts the schema.org JSON-LD data on your product pages (name, brand, price, stock status, category). So 'is X in stock, and how much?' is answered correctly without even opening the page.

An important guarantee: RAQS doesn't make things up. It answers only from your knowledge base; if the information isn't there, it plainly says it doesn't know. That prevents the loss of trust and the returns that come from a wrong price or an imaginary stock promise. An accurate, instant and honest answer is exactly what speeds the buying decision.

Product data (JSON-LD)

Name/brand/price/stock/category extracted automatically.

No hallucinations

Answers only from your content; otherwise 'I don't know'.

Faster decision

An instant, correct answer accelerates the purchase.

Guided add-to-cart and agent actions

The assistant doesn't just answer; it 'sees' the page and can act on it. It steers the visitor to the right product or page, opens the relevant item from a list when they say 'show me this', and triggers actions like add-to-cart. So the steps from discovery to purchase complete within a single conversation — the visitor's flow is never broken.

Safety sits at the center of this experience. Sensitive actions like payment, account operations or deletion always require the visitor's explicit confirmation; a smart safety layer guards those steps. The 3D mascot option keeps the interaction lively: the flagship deer, the universal 'Spark', or 30+ characters/animals treat the page's real DOM elements as terrain, running, jumping and leading the visitor to a target.

Guidance

'Show me this' → the right product or page.

Add-to-cart

Actions triggered, integrated with the site.

Confirm shield

Explicit user consent for payment/account/delete.

Fewer abandoned carts and a lighter support load

Most abandoned carts stem from unanswered questions and last-minute hesitation: how much is shipping, how do returns work, will the size fit, is there a warranty? The shopper no longer has to leave the page to email or wait for live chat; they ask the assistant, get an instant answer, and continue their flow. The moment the hesitation is resolved, the conversion is preserved.

The same mechanism relieves your support team. A large share of frequently asked questions is handled automatically by the assistant, from your FAQ and policy content (support deflection). That provides 24/7 answers outside business hours and lets your team focus only on cases that genuinely need a human. From the dashboard you review every conversation and the analytics, learning which questions come in and where the gaps in your knowledge base are — so you can improve the content and lift conversion further over time.

Resolve hesitation

Shipping/returns/size/warranty answered instantly.

Support deflection

Most of the FAQ load handled automatically.

Analytics

Conversations + questions in the dashboard; spot content gaps.

How to launch it on your store

Setup starts with a single <script> line. From the dashboard you add your store, build the knowledge base (crawl the site, paste text/FAQ, or upload files), set crawl depth and define the allowed domains. You pick a mascot/persona and configure the assistant's voice and name. The multi-tenant architecture isolates each customer's data with row-level security (RLS); the crawler is SSRF-guarded, abuse is blocked with an origin allowlist and Cloudflare Turnstile, hosting is in Azure's EU region, and KVKK/GDPR are respected.

Pricing is pay-as-you-go (PAYG) usage plus a base plan, and you start with a free trial. Thanks to the managed/hosted cloud you never wrestle with infrastructure — you go live in minutes and begin lifting conversion with voice commerce right away.

<script async src="https://raqs.ai/v1/raqs.js"
  data-raqs="YOUR_SITE_KEY"></script>

FAQ

Does a voice assistant actually lift e-commerce conversion?

By reducing friction: the shopper finds the product by speaking, gets the price/stock answer instantly, and can add to cart in the same session — abandoned carts and unanswered questions drop.

How does it answer stock and price questions?

It uses the schema.org JSON-LD data on your product pages (name/brand/price/stock/category); 'is X in stock, how much?' is answered correctly without opening the page.

Could it state a wrong price or imaginary stock?

No. RAQS answers only from your knowledge base; if the information isn't there, it plainly says it doesn't know.

Can it perform actions like add-to-cart itself?

Yes, agent actions guide the visitor and trigger actions such as add-to-cart; sensitive operations like payment/account/delete require the user's explicit confirmation.

How long does setup take?

Once you add the one-line script, define your store in the dashboard and crawl the knowledge base, it goes live in minutes.

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