A Dedicated Senior AI Team, in Production in 90 Days
Senior ML, data and MLOps engineers who work only on your problems, with the pipelines and governance to ship production AI.
Allerin stands up dedicated AI teams for enterprises that need to move from experimental to operational. We assemble the team, build the infrastructure, deploy the first models, and, when you want to own it, transfer the team and the platform to you.
The AI Operationalization Gap
Most enterprises know they need AI. Fewer know how to operationalize it.
The traditional paths aren't working. Outsourcing AI projects means losing control of your most strategic technology. Hiring an internal team from scratch takes 12–18 months and costs millions before a single model reaches production. And consulting firms deliver beautiful proofs of concept that never survive contact with real data, real infrastructure, and real business requirements.
Meanwhile, the enterprises that are winning have done something different. They've built dedicated AI teams: focused groups with the right tools, the right processes, and the right governance to ship production AI continuously.
Outsource
Lose control of strategic tech
Hire internally
12–18 months before first model
Consulting PoCs
Never reach production
What You Get in 90 Days
A Production-Ready AI Team
Senior ML engineers, data engineers, and MLOps specialists, sourced, vetted, onboarded, and domain-trained. These are full-time engineers who understand your business and ship code.
MLOps Infrastructure That Scales
End-to-end pipelines for model training, validation, deployment, and monitoring. CI/CD for machine learning, model registries, and automated retraining, all designed to convert one-off models into a repeatable capability.
Model Governance Built In
Audit trails, bias detection, compliance documentation, and KPI gates integrated into the initial architecture. Every model deployment is reversible. Every outcome is measurable.
Your First Model in Production
By day 90, your first AI model is in production, monitored, and delivering measurable business outcomes. The team has a production track record before any handover.
The 90-Day Blueprint
Six phases with clear deliverables at every stage.
Discovery & Assessment
Current state analysis, KPI definition, use case prioritization
Architecture & Design
MLOps pipeline design, infrastructure decisions, tooling selection
Team Assembly
Hiring, onboarding, domain training, team integration
Platform Setup
CI/CD pipelines, model registry, monitoring infrastructure
First Production Deployment
Model in production with KPI gates and reversible rollout
Governance Handoff
Documentation, runbooks, ownership transfer, ongoing support plan
What Makes This Different
AI-Native Engineering
Allerin was built to ship production AI. Agentic systems, computer vision, MLOps, and advanced analytics are our core business, not add-ons to an IT services portfolio.
KPI-Gated Deployments
Every model goes through defined performance thresholds before it reaches production. If it doesn't meet the criteria, it doesn't ship. This eliminates the most common failure mode in enterprise AI: deploying models that technically work but don't deliver business value.
Reversible Rollouts
Production AI carries risk. Our deployment methodology ensures that every model deployment can be rolled back instantly, with zero downtime and full audit trails.
Choose Your Path
Build-Operate-Transfer
- Complete design, staffing, platform
- First production deployment
- Structured handoff & knowledge transfer
Hybrid
- Gap assessment & targeted augmentation
- Joint development sprints
- Knowledge transfer & upskilling
Team Readiness Sprint
- AI maturity assessment
- Use case prioritization & architecture
- Business case with ROI projections
Powered by Production-Tested AI Platforms
Our dedicated teams are built on Allerin's four production AI products and the patterns from the systems that came before them, developed and maintained in-house.
By the Numbers
- 88%
- Client Repeat Rate
- 4
- Products in production
- 6
- Industry verticals
Ready to Build Your Dedicated AI Team?
Start with a conversation. A free 60-minute dedicated team consultation maps your current state, target capabilities, and the path between them.
Not building a dedicated team? For the decisions behind a single AI system, start at the AI strategy page.
Schedule your dedicated team consultation