Tech & Engineering Stack

The right AI stack. Not the most expensive one.

We don't build around one AI provider, we build around your business, selecting the right technology for every task to balance intelligence, speed, privacy, scalability, and cost.

Cost-Optimized AI Engineering

The right tool for the right task

Before selecting any model we ask: does this task really require a large language model? If a lighter approach delivers the same result, we use it. That’s how AI grows your business, not your cloud bill.

No AI needed

Fixed-rule tasks, invoices, data movement, notifications. Traditional automation is faster and cheaper.

Lightweight AI

Classification, summaries, extraction, translation. Open-weight models deliver great results at low cost.

Advanced AI

Reasoning, planning, complex conversations, code. Frontier models where they create measurable impact.

SimplestMost capable

Our AI Stack

Every technology, chosen for the job it does best

Frontier Models

For advanced reasoning, planning, coding, and complex decisions, we work with leading commercial models.

OpenAI GPTClaudeGemini

Open-Weight & Self-Hosted

Deploy capable models privately for lower cost, better privacy, and greater control.

DeepSeekKimiLlamaQwenMistralGemma

Fine-Tuned Models

Models optimized for your terminology, workflows, and documents, higher accuracy, lower cost.

Custom fine-tuningDomain optimization

Retrieval-Augmented Generation

AI that searches your own documents, SOPs, and data before answering, accurate and efficient.

Enterprise SearchKnowledge BasesSupportAssistants

AI Agents & Multi-Agent Systems

Specialized agents that collaborate to complete complex workflows reliably.

ResearchSupportSalesHRFinanceOperations

Workflow Automation

AI combined with automation to eliminate repetitive work while keeping infrastructure simple.

WorkflowsCRMApprovalsReporting

MCP & Custom Integrations

Secure integrations that let AI retrieve information and take action across your systems.

CRMsERPsDatabasesAPIsInternal tools

Cloud & Infrastructure

Scalable deployments across public cloud, hybrid, or private infrastructure to fit your needs.

AWSAzureGoogle CloudDockerKubernetesSelf-Hosted

How We Choose

We don’t ask “which model?” first

Every Agentiq Studios solution is engineered, not assembled. Only after answering these questions do we recommend a technology stack.

What’s the business objective?
Does this task really require AI?
Can a smaller model achieve the same result?
Should this run locally?
Does this need enterprise-grade reasoning?
How can we reduce long-term operating costs?
How will this scale over the next five years?

People also ask

AI models and infrastructure: FAQs

Which AI models do you use?+

We are model-agnostic and choose the best fit for each job, including Claude, GPT, Gemini, and open-weight models such as Llama, Mistral, Qwen, and DeepSeek. The right choice depends on accuracy needs, latency, privacy, and cost.

Can you run AI on our own infrastructure?+

Yes. When privacy, compliance, or cost require it, we deploy open-weight models on your own cloud or on-premise infrastructure so your data stays in your environment.

How do you decide between an open-weight model and a frontier model?+

We match the model to the task. Frontier models are used where top reasoning quality matters most; open-weight models are used where privacy, control, or cost efficiency win. Often we combine both in one system.

Will we get locked into one AI provider?+

No. We design systems with a model abstraction layer so you can switch providers or models without rebuilding, which protects you from price changes and vendor lock-in.

How do you keep AI operating costs low?+

We right-size models to each task, use retrieval and caching to cut token usage, and run cheaper open-weight models where they perform well. Cost efficiency is designed in from the start, not patched on later.

Ready to build smarter AI infrastructure?

Whether you're building your first AI system or scaling enterprise-wide automation, we'll help you choose the right technologies for performance, security, and long-term affordability.