Runs in your VPC • No lock-in
Ship AI features in
8-12 weeks
Senior pods build and deploy on your stack (AWS/GCP/Azure).
Delivery includes code, dashboards, and runbooks.
Value Pillars
Ship in weeks, not quarters
Scope: a single use-case with clear inputs/outputs.
Timeline: discovery 1-2 weeks → build 6-10 weeks.
Deliverables: API/SDK, UI hooks (if needed), eval dashboard, handover docs.
Measured outcomes, not hours
Work ties to product/ops metrics: CTR, AOV, conversion, activation, ticket deflection, CSAT.
Acceptance criteria are agreed up front. Demo against them at the end of the pilot.
Reusable components where it helps
Reference patterns for RAG search, recommendations, dynamic pricing, catalog intelligence.
Shorten build time with prebuilt ingestion, retrieval, guardrails, and evaluation pieces.
Your cloud, your rules
Vendor-agnostic architecture.
Encryption in transit/at rest, least-privilege IAM, logs stay in your accounts.
Signature Outcomes
E-commerce / Retail & Marketplaces
Personalization and Dynamic Pricing
Inputs: sessions/events, catalog, orders, inventory, optional competitor feed.
What we ship: embeddings + candidate gen → re-ranker; pricing policy engine with floors/ceilings & audit trail.
Typical metrics to watch: CTR, AOV, revenue lift, price-change acceptance.
Marketplaces
LLM Search & Catalog Intelligence
Inputs: catalog attributes, seller content, historical edits, search logs.
What we ship: chunking & retrieval tuned for your content; attribute extraction, dedupe, taxonomy assignment.
Typical metrics: conversion rate, zero-result searches, catalog completeness.
How We Work
1
Discovery
1-2 weeks
Use-case selection, KPI and acceptance criteria, reference architecture, access checklist.
2
Build
6–10 weeks
Pipelines/models/APIs, eval harness, basic monitoring, cost guardrails, optional UI hooks.
3
Demo & handover
Run against acceptance criteria; deploy in your VPC; hand over code, dashboards, and runbooks; agree next steps.