Frequently Asked Questions
Everything you need to know about embedding senior Data and AI engineers to restore production continuity for US, UK, and Irish companies.
How fast can UnicornClub embed a senior data or AI engineer?
We embed a senior production ready engineer in your team in 14 days.
What does 'embedded in 14 days' mean?
It means a senior engineer is matched to your specific delivery bottleneck and integrates directly into your team, tools, and standups within 14 days. Delivery continues while your permanent hire search runs in parallel.
Who is UnicornClub built for?
US, UK, and Irish companies with 50–500 employees where a senior Data or AI role has been open 30+ days and delivery is slowing. Teams where AI initiatives stall because data foundations aren't production ready.
What problems do you help companies solve?
AI initiatives stuck in notebooks and pilots. Model performance inconsistent due to pipeline quality gaps. Engineering pulled into constant cleanup work. Data reliability issues blocking production ML. Lack of senior ownership across pipelines and production readiness.
How do you ensure engineers are truly senior?
Every consultant has shipped and owned production systems. We vet for ownership, communication, and ability to ship in production environments. No juniors. No bench.
How do you support production ML and data reliability?
Our engineers take ownership of pipelines, data contracts, and production readiness. They stabilize foundations so AI ships, from monitoring and reliability to deployment support.
Do you overlap with US working hours?
Yes. Our engineers have three hours of live overlap with US Eastern and two with Central time zones.
What level of seniority do your engineers work at?
No juniors. Production ownership only. Consultants who take ownership of pipelines and production AI, not just tickets.
What roles do you cover?
Data Engineers, AI Engineers, ML Engineers, Analytics Engineers, MLOps Engineers, and Data Scientists.
How does pricing work?
Simple monthly contractor pricing. No upfront fees. No placement fees. No recruiting fees.
What happens if it's not a fit?
Not a replacement. An exit. If you don't keep them, you don't keep paying for them. First 7 days. You decide. No conditions.
How do you handle compliance and contracting?
We handle contracts, payroll, and compliance. No entity setup required.
Where are your engineers based?
Our engineers are based in South Africa. South Africa runs 1-2 hours ahead of the UK and Ireland, giving those teams full working-day coverage. For US teams, that translates to three hours of live overlap with Eastern and two with Central time. English-first. Production ready standards.
Who is UnicornClub not a fit for?
Teams looking for junior engineers to train, teams still defining what to build, or teams optimizing purely for lowest cost.
What tech stacks do your Data & AI engineers work with?
Python, SQL, Spark, dbt, Airflow, Kafka, Databricks, Snowflake, AWS, GCP, Azure, LangChain, LlamaIndex, Ray, Triton, Kubernetes. Our engineers have deep experience with modern data and AI platforms.
How do you handle security and compliance?
NDAs signed before any engagement, full background checks on all engineers, strict device policy with encrypted machines, and comprehensive data handling protocols aligned with GDPR and SOC 2 requirements.
If your senior data or AI role has been open 30+ days, this is already relevant. Book a 20-min chat.