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New service offering

Add AI to your product — grounded in your data, not someone else's

We wire AI into your workflows and products the right way: your data stays in your infrastructure, costs are metered and monitored, and the model stack is yours to own. Assistants, RAG pipelines, automation agents and private self-hosted models — built and maintained by the same team that runs your servers.

ai-setup — dropinadmin
dropinadmin@ai-stack:~$ deploy assistant
model    llama-3.3-70b (self-hosted, private)
rag      vector store: your docs, your data
guardrails cost cap · rate limits · audit log
# zero data leaves your infra
status ready in production_
What we build

AI that actually fits your stack

We cover the full range — from a lightweight chatbot on top of OpenAI to a fully private, self-hosted inference stack running on your own hardware.

AI Assistants & Chatbots

Customer-facing or internal assistants trained on your content — support bots, knowledge bases, onboarding flows. Connected to your data, not generic training sets.

RAG Pipelines

Retrieval-Augmented Generation grounded in your docs, tickets, databases and files. Accurate, citable answers — no hallucinations on invented knowledge.

Workflow & Process Automation

AI-driven pipelines that classify, summarise, route and act on data without manual intervention. From inbound email handling to multi-step ops automation.

Private & Self-hosted Models

Run Llama, Mistral or other open-weight models on your own infrastructure with Ollama, vLLM or bare-metal GPU nodes. Full data sovereignty — nothing leaves your network.

Model & API Integration

Connect OpenAI, Anthropic, Gemini or local models to your existing product via clean API layers. We handle auth, fallback routing, versioning and model switching.

Cost & Security Control

Token budgets, rate limits, spend dashboards and audit logs built in from day one. AI without runaway bills or compliance blind spots.

Why DropinAdmin

We run the infrastructure AI runs on

Most AI vendors hand you a key. We build and own the whole stack — from the GPU node to the API endpoint — so it actually works reliably in production.

Model-agnostic

We're not locked to one provider. We use whatever model fits your cost, latency and data requirements — and can swap it out without rewriting your product.

OpenAI GPT-4o Anthropic Claude Llama 3.3 Mistral Gemini Ollama

Security-first by default

Private deployments mean your training data, customer queries and outputs never hit a third-party server. We build with audit logs, role-based access and encryption in transit and at rest.

Full-stack ownership

We're the same team that manages your servers, CI/CD and databases. AI work doesn't exist in isolation — we integrate it cleanly into the rest of your infrastructure from the start.

Ongoing monitoring & cost control

We set token budgets, alert thresholds and usage dashboards so you always know what you're spending and can catch runaway costs before they become a problem.

Get started

Ready to add AI to your stack?

Book a free call and we'll scope out what makes sense for your product, data and budget — no sales pitch, just a technical conversation.