AI implementation, end-to-end.
Most companies are stuck at "we tried ChatGPT". Implementation is the gap between prompt and production. We bridge it — integrations, infra, monitoring and handover included.
End-to-end delivery Real environments Handover included
Why most AI pilots never reach production
AI pilots die in the gap between "working demo" and "integrated into real workflow". Someone built a prototype that impressed a stakeholder, but nobody owned the integration with the ERP, the monitoring, the error handling, the security review, the retraining loop.
An AI implementation service covers that gap. It takes a validated prototype (or a defined goal) and puts it in production — plumbed into real systems, monitored, documented and handed over.
That's what we do. We don't just build the model — we ship the whole delivery.
What full implementation includes
Integration layer
Connectors to your ERP, CRM, data warehouse, Slack. Retry logic, queueing, observability.
Production infra
Hosting (Cloudflare, AWS, GCP, self-host), secrets management, scaling rules.
Monitoring + alerts
Dashboards for what the model is doing, flags for edge cases, cost tracking.
Handover + docs
Operations runbook, architecture diagram, ADRs, onboarding videos for your team.
When implementation services fit
Good fit
- You have a prototype that works but needs production hardening
- You need integration with operational systems (not a standalone tool)
- You don't have internal ML ops capacity
Not a good fit
- You need pure research / model training
- You have an internal ML ops team that prefers to build and own everything
Questions we hear all the time
Do you host the system or do we?
Either. We default to hosting on your cloud with our monitoring, but can deliver to a cloud account we manage if you prefer zero ops.
What happens when the model drifts?
Monitoring catches it. We include a retraining/prompt-tuning cycle in our support retainer. If drift is structural, we open a new scoped project.
Explore related topics
Let's see if we're the right fit.
30-minute call. We'll tell you honestly whether we can help — or if someone else is a better fit.
Or email us at contact@unlockmanagement.com