Catalyst AI · Voice Conversational Shopping

Your search bar, now your best salesperson.

Catalyst AI turns every customer search into an intelligent sales conversation. Customers ask in their own words, by voice or text, and get the right products.

Book a demoSee it in action
  • ✓Conversational and natural
  • ✓Personalized for every customer
  • ✓Higher conversions
  • ✓Ready for enterprises
The problem

Your ads bring customers in. Keyword search lets them leave.

Keyword search only finds what was typed. A shopper asks for “something formal under 3,000” and gets nothing, or gets everything. Every dead end is a customer who leaves, and most never come back.

Keyword search“Find what I typed.”

  • laptop for AI development under $2,000

    ✕0 results. The words don't match any product title.

  • full fat laban 2 litre

    ✕1,248 results: every dairy product, every size.

  • iftar for 8 tonight, dates, laban and samosas

    ✕Too long to match. The search gives up.

The shopper leaves → a competitor or Google

1 in 3

searches end with no results on a typical store.

Source: e-commerce UX benchmarks

74%

of shoppers leave for a competitor or Google when search fails.

With Catalyst AI

0.35%

~95x fewer dead ends

zero-result rate, live on a 142,000+ product marketplace. 99.65% of searches return relevant products.

The catalyst

The catalyst between every customer and their basket.

In chemistry, a catalyst makes a reaction happen faster. Catalyst AI does the same in your app: it closes the gap between what a customer needs and the product on your shelf, so more searches end in orders.

Iftar for 8 people tonight. Dates, laban and samosas, under 150.
Try:
“Iftar for 8 people tonight. Dates, laban and samosas, under 150.” One spoken request flows into the Catalyst AI core, which understands it, finds the products and ranks them, and comes out as a ready basket.

The customer says

“Iftar for 8 people tonight. Dates, laban and samosas, under 150.”

One sentence. Three products, a quantity, a budget and a deadline.

Catalyst AI
Understands the needFinds the right productsRanks for this customer

Ready in the basket

  • ✓Dates, family pack1 kg
  • ✓Laban, full fat2 × 2 L
  • ✓Frozen samosas24 pcs
For 8 people · within budgetAdd all to cart

Keyword search · “Find what I typed.”

Search, browse, filter, compare, purchase: five steps, all done by the customer.

Catalyst AI · “Understand what I need.”

Ask in one sentence. Catalyst understands and recommends; the customer just decides.

Example data, across three industries.

How it works

From question to conversion, in one conversation.

Follow one request through Catalyst AI, step by step. And every search teaches it something for the next one.

  1. Customer questionAsk anything, in natural language.

    “I need a laptop for AI development under $2,000 with a good GPU.”

  2. Intent understandingUnderstands the need, context and preferences.
    Use · AI developmentBudget · ≤ $2,000Must · strong GPU
  3. Intelligent discoveryFinds the best products and services.
    142,000 products142,000 that fit
  4. Relevant resultsShows the most suitable options.
    • Air 1591
    • Studio Pro 1695
    • Creator 1498
  5. RecommendationPersonalized suggestions.
    Goes well with+ Cooling pad+ Laptop backpack
  6. ConversionTurns intent into action.
    ✓Added to cartCreator 14 + cooling pad
Every search is a clue.The next order starts smarter.
What they askedWhat they clickedWhat they boughtCustomer profile: needs, brands, budget

Example data: products, prices and scores are for illustration.

Intent-based search

Customers ask their way. Catalyst AI understands.

No special keywords, no exact product names, no single language. Catalyst AI reads the need behind the words, the way a good shop assistant would.

01Intent, not keywordsReads the need behind the words: who it is for, the meal and the budget.
02Arabic, English, Roman Urdu or a mixSeveral languages, even in one sentence. Customers search the way they speak.
03Long, natural requestsSeveral needs in one line. Keyword engines break on these. Catalyst AI handles them best.
One search bar, every way of asking
العربيةEnglishRoman Urdu+ any mix
Catalyst AI · Live queriesExample queries.
  • Arabic + English

    حليب low fat للأطفال

    UnderstoodMilkLow fatFor kids

    ✓Low-fat milk options for kids.

  • English · long request

    milk and cereal for the kids' breakfast under 30

    UnderstoodMilk + cerealKids' breakfastBudget ≤ 30

    ✓Full cream milk and a family-size cereal, both within budget, ready to add to cart.

  • Roman Urdu

    shaam ki chai ke liye biscuit aur namkeen, 10 log

    UnderstoodTea-time snacksBiscuits + namkeenFor 10

    ✓Two biscuit packs and two namkeen packs for 10 people, ready to add to cart.

Guided discovery

Catalyst AI finds what your listings mean.

Keyword search only finds what your listings say. You set the objective and the rules; Catalyst AI understands each product, matches the exact need and orders the results your way.

You decide
ObjectiveRevenueMarginClearance
Weekly offers first
Featured brandHouse brand
Stock priority
Hold back out-of-stock

Everything else is AI: understanding, matching, ranking, learning.

full fat laban 2 litre
3 in stock · exact size only
  • #1Laban, full fat · Brand C2 L
  • #2Laban, full fat · Brand B2 L
    Offer
  • #3Laban, full fat · Brand D2 L
  • #4Laban, full fat · House brand2 L
    OfferFeatured
    Indexed as2 LFull fatDairyBreakfastFamily size

Example data. Order set by your objective, offers, featured brand and stock.

Smarter indexingEvery product, described the way people searchCatalyst AI enriches each product with size, diet, meal and occasion.
Precision“2 litre” means 2 litreThe exact size comes back, not every dairy product in the store.
You stay in controlYour offers, your brands, your stockWeekly offers, featured brands and stock priority decide the order. Out-of-stock is held back.
Proven live

Proven live, not in a lab.

90 days in production on a 142,000+ product marketplace, with real customers and real orders. These are the numbers it measured.

Live · 90 days · 142,000+ product marketplaceIn production, not a demo

99.65%

of searches return relevant products

0.35% zero-result rate
Where clicks land

76%

of clicks land in the top 10 results

Top 100
After 100
Search to click

30%

of searches lead to a product click

6 in every 20 searches
Orders from search

10,085

orders traced back to a Catalyst AI search, in 90 days

Search → click → order

Figures from the live deployment over 90 days.

Built for enterprises

Your servers, your data, a flat cost.

Catalyst AI runs on your own infrastructure. Nothing leaves it, every client gets its own database, and your bill stays the same however much you grow.

Your infrastructure · on-prem, VPC or air-gapped
✦ Catalyst AI engineembeddings · enrichment · query understanding
Store AOwn database
Store BOwn database
Store COwn database
☁ External AI API✕ 0 data egress

Search on the hot path never calls an outside service.

Zero search fees

$0/ search

Catalyst AI: fixedUsage-metered planTraffic →

Flash sales, seasonal peaks and AI-agent traffic never change the bill. Your cost is your servers and nothing else.

Illustrative comparison with a usage-metered model.

Review gateNothing invented shipsAI writes missing descriptions, tags and attributes; your team approves, rejects or edits them first.
Transparent rankingNo black boxEvery relevance and recommendation setting is visible, adjustable and audited.
Safe changesA/B tests, one-click rollbackSplit live traffic with a plain-English verdict. Promote settings from staging to live, roll back in a click.
Headless-ready139 API endpointsPlugs into the commerce stack you already run, with an admin console for merchandisers and operators.
Where it fits

Wherever customers search, Catalyst AI sells.

E-commerce, marketplaces, banking, travel, telecom, insurance and any digital platform where customers need to discover products, services or information.

Catalyst AI
E-CommerceOnline retail & D2C“running shoes for flat feet under 100”
MarketplacesMulti-vendor platforms“a gift for a 10-year-old who loves space”
BankingFinancial products & services“a card with no annual fee and travel miles”
TravelFlights, hotels & travel services“a beach weekend for 4, leaving Friday”
TelecomPlans, devices & value-added services“unlimited data for the whole family”
InsurancePolicies & comparisons“car cover for a new driver”
Digital platformsAny industry with search and discovery“a course that fits my evenings”
✓Better customer experience
✓Higher engagement
✓Better product discovery
✓Higher conversion
✓New AI-driven revenue
Frequently Asked Questions

Questions Before We Get Started?

Choosing a technology partner is a significant decision. Here are answers to some of the questions organizations ask before starting a conversation with us.

Yes. Catalyst AI is a drop-in replacement for your current site search and recommendation stack, with an Algolia-compatible event format to make migration straightforward.

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