Who We Serve
We work with Series A–C companies who are looking to expand their AI vertical. Typical engagement is asingle use-case pilot (8–12 weeks, $30–50k) that runs in your cloud and hands over code, dashboards, and runbooks.
Good Fit Indicators
Data warehouse in Snowflake / BigQuery / Postgres
Cloud onAWS / GCP / Azure
Basic product analytics in place
One KPI-linked use case (CTR, AOV, etc.)
Personas
CTO / VP Engineering
Need : delivery bandwidth, stack compatibility, reliability, cost control
We provide : architectures, CI/CD, monitoring, guardrails, handoffs
CPO / Head of Product
Need : faster delivery, measurable KPI impact
We provide : scoped pilots, LLM-first UX, experiment design, dashboards
Founder / CEO
Need : visible progress, predictable budget
We provide : We provide: defined 8–12 week plan, milestone billing, VPC deployment, next steps
Readiness Checklist
Use this to confirm a pilot can start in the next 2–4 weeks.
Data
Warehouse: Snowflake / BigQuery / Postgres
Event tracking available (product usage, orders/tickets)
Infrastructure
Cloud: AWS / GCP / Azure
Containerization available (Docker/Kubernetes preferred)
Access & compliance
API access to product and data sources
DPA/GDPR terms ready (or template review in progress)
Decision & scope
One use-case owner identified
Target KPI and acceptance criteria drafted
Budget ($30–50k) and time window (8–12 weeks) aligned
If one or two boxes are unchecked, we’ll help define a short pre-work list and timeline.
Vertical snapshots
E-commerce / Retail & Marketplaces
Top use-cases: Personalization & Recommendations; Dynamic Pricing with guardrails
KPI focus: CTR, AOV, revenue lift, price-change acceptance
SaaS
Top use-cases: In-app LLM Assistant (grounded RAG); Intelligent Search & Analytics
KPI focus: Activation, retention, time-to-value, ticket deflection, CSAT
Marketplaces
Top use-cases: LLM Search; Catalog Intelligence (attribute extraction, dedupe, taxonomy)
KPI focus: Conversion rate, zero-result search rate, 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.