Here we keep real customer stories and illustrative reference architectures apart. We never pass a demonstration scenario off as a customer.
Confirmed projects only. Every case has to contain:
No confirmed customer story is published yet.
While there are no such cases, this section is not filled with invented logos.
Illustrative scenarios for shops, marketplaces and publishers — what they migrate from, what they change, and what the metrics could do. These are composites, not named customers.
Marketplace · 40 seller feeds
Illustrative scenario: a marketplace replaces nightly batch reconciliation with event-driven updates — sellers push stock changes through the custom API with an Idempotency-Key, and AACSearch's signed webhooks tell the marketplace's own systems the moment an item goes out of stock.
24h → <1min
stock-change propagation (illustrative)
0
duplicate-write incidents since cutover (illustrative)
September 14, 2026
Developer platform · TypeScript & Python services
Illustrative scenario: a backend team retires its hand-written HTTP clients for the generated TypeScript, Python, Go and PHP SDKs, adopts the MCP server generated from the same public contract for its internal agent, and moves docs indexing to the CLI.
−1,900 lines
hand-written client code removed (illustrative)
0
contract-drift incidents per quarter (illustrative)
September 10, 2026
B2B SaaS · 300+ storefronts
Illustrative scenario: a commerce platform that runs search for hundreds of customer storefronts retires its self-managed engine, gives every storefront its own collection behind a short-lived browser key, meters usage through one quota object per organisation, and onboards a new storefront with three API calls.
2 days → 20 min
new storefront onboarding (illustrative)
−70%
search-ops engineering hours (illustrative)
September 2, 2026
E-commerce · 1C-Bitrix
Illustrative scenario: a 40,000-SKU home and DIY shop replaces Bitrix search with AACSearch: typo-tolerant search with a Cyrillic rescue ladder, facets from trade offers, and merchandising rules for seasonal campaigns.
9.4% → 1.8%
zero-result rate (illustrative)
+12%
search conversion (illustrative)
August 20, 2026
Marketplace · 2M+ offers
Illustrative scenario: a marketplace aggregating parts from hundreds of sellers unifies the catalog into one collection, merges keyword and vector retrieval with RRF, and keeps sponsored placement separate from organic ranking.
+27%
search CTR (illustrative)
−38%
query reformulations (illustrative)
August 5, 2026
Content & media · 120k articles
Illustrative scenario: a publisher indexes a 15-year archive into AACSearch, replaces site search, and launches a reader-facing assistant that answers questions with citations to its own articles instead of a list of links.
×3.4
internal searches per visit (illustrative)
89%
answers with a citation click (illustrative)
July 22, 2026
Tell us about your catalogue and your current search — we will tell you honestly whether AACSearch fits, and what the migration would look like.
The best way to evaluate a search platform isn't reading one more comparison table.
Only then make the decision.