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Inside Nesika’s 10 M‑SKU Intelligence Engine.

Sub‑second answers. Ten‑minute refresh cycles. Global compliance. Peek under the hood.

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Interactive Stack Walk‑Through

Collection Fleet

Cloud‑native crawlers, everywhere

AI Match Engine

LLM + CV ensemble hits 99 % precision

Data Vault

Lakehouse built on Apache Iceberg

Conversational LLM Layer

Talk to billions of rows—instantly

Delivery & Integration

APIs, Shares, Webhooks

Collection Fleet

Cloud‑native crawlers, everywhere

Thousands of headless collectors span 21 edge regions, pulling >80 GB raw HTML per hour with auto‑rotate IP & captcha bypass. Adaptive throttle guarantees <2 % block rate.

Model Zoo

MATCH‑XL
Text+image product matching

Latency (p95): 92 ms

Accuracy: 99.1 % F‑score

PRICER‑TD
Promo/discount detection via HTML diff

Latency (p95): 71 ms

Accuracy: 97.4 % precision

SHELF‑RANK
Share‑of‑Search ranker

Latency (p95): 68 ms

Accuracy: ±1 rank vs ground‑truth

OOS‑VIT
Computer‑vision out‑of‑stock flag

Latency (p95): 83 ms

Accuracy: 95 % recall

GEN‑CHAT
LLM prompt handler (RAG)

Latency (p95): 240 ms

Accuracy: 93 % answer correctness (human eval)

DELTA‑FORECAST
7‑day price‑gap predictor

Latency (p95): 102 ms

Accuracy: MAE 1.7 %

Service‑Level Assurances

EndpointUptime SLOData FreshnessMax Response (p95)
/match99.9 %≤10 min500 ms
/price‑pulse99.9 %≤10 min600 ms
/shelf99.9 %≤30 min600 ms
/chat99.5 %Live800 ms
Snowflake Share99.9 %≤15 minN/A

All SLAs backed by contractual credits. See Master Subscription Agreement.

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