Technology Stack

Inside Nesika’s 10 M‑SKU Intelligence Engine.

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

Explore the API →

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.

Ready to build on Nesika?

Get API access in minutes. No credit card required for the free tier.

Logos provided by Logo.dev