AI PRODUCT STUDIO
Aidem Labs — AI product studio
Aidem Labs is an AI product studio. We design, build and ship AI agents, LLM integrations and enterprise AI products, from prototype to production.
What we build
AI agents
Autonomous agents that carry out multi-step work on their own: answering, qualifying, following up and taking action inside the tools your team already uses.
AI integrations
Claude and GPT wired into your existing product and stack, with clean APIs and real evaluation so it holds up in production.
AI on demand
LLM features, retrieval (RAG), agents and automation shipped into your product in days, not quarters.
Enterprise AI products
End-to-end builds: architecture, models, infrastructure and interface, delivered as a working product.
Prompt to product
Bring an idea, a rough spec or a broken prototype. We take it from concept to a shipped, working product, and you own everything we build.
Our work
MetaT8
MetaT8 is continuity infrastructure for mental health. A week has 168 hours and a therapy session takes one; MetaT8 holds the other 167, for patients and their clinicians.
How we work
- We ship products, not slide decks. If it can't go to production, it isn't done.
- Speed is a feature. We get working software in front of users fast, then iterate.
- Every system earns its keep: measurable, reliable, and fully owned by you.
Frequently asked questions
What does Aidem Labs do?
Aidem Labs is an AI product studio. We design, build and ship AI products for companies: autonomous agents, LLM integrations and complete AI systems, taken from prototype to production.
What kinds of AI systems does Aidem Labs build?
AI agents that work autonomously, Claude and GPT integrations into existing products, retrieval (RAG) and automation features, and end-to-end enterprise AI products including architecture, infrastructure and interface.
Who owns the product once it is built?
You do. Clients own everything Aidem Labs builds for them.
How much does it cost to work with Aidem Labs?
Pricing depends on the scope of the build. Send an inquiry describing what you need and the team replies with a scoped plan and a quote.
What is MetaT8?
MetaT8 is continuity infrastructure for mental health, built by Aidem Labs. It supports patients and their clinicians in the hours between therapy sessions.
How do I start a project with Aidem Labs?
Send an inquiry at www.aidemlabs.ai/contact describing what you need built. The team replies by email to scope the work.
Insights
How AI voice agents work: a plain-English guide
An AI voice agent answers a business's phone calls, talks like a person, books appointments and hands off to staff. Here is how the technology works, step by step.
Will an AI receptionist sound robotic?
Modern AI voice agents reply in under a second in a natural voice. Here is what callers actually notice, what still gives an AI away, and how to judge one yourself.
Self-hosting an AI model vs a managed API
Should your product run its own AI model or call a managed service such as Claude on AWS Bedrock? A plain-English comparison of cost, compliance, quality and effort.
What an AI voice agent costs, and what drives it
An AI voice agent has three kinds of cost: per-minute usage, small fixed monthly fees and a one-time setup. Here is what each covers and what makes the bill go up or down.
AI agent vs chatbot: what is the difference?
A chatbot answers messages. An AI agent is given a goal and takes actions to reach it. Here is how to tell them apart, and how to decide which one a business needs.
RAG vs fine-tuning: which does your product need?
RAG gives a model your documents to read at answer time. Fine-tuning changes the model itself. Here is what each is for, what each costs in effort, and how to choose.
Claude or GPT? How to choose an AI model
The right AI model for a business depends on the task, not the brand. Here is a practical way to choose between Claude, GPT and others, and to keep the choice reversible.
Can an AI voice agent book appointments?
Yes. An AI voice agent can check availability, book the slot and log the caller's details in the calendar or booking system a business already uses. Here is how.
How long does it take to set up an AI voice agent?
Setting up an AI voice agent typically takes about a week, and the owner's own effort is around an hour. Here is what happens and what can add time.
What happens to calls after hours? AI answering explained
After-hours calls usually go to voicemail, and many callers hang up and try someone else. Here is how an AI voice agent answers them and how to start safely.
When should an AI voice agent hand off to a person?
An AI voice agent should hand off whenever the caller asks or the call needs judgement. Here is how handoff rules work and what a good handoff passes on.
Is customer data safe with an AI voice agent?
Recordings and transcripts from an AI voice agent belong to the business, and recording can be switched off. Here is what to settle about data before you start.
Can an AI voice agent speak Spanish and other languages?
Yes, an AI voice agent can answer calls in more than one language and switch mid-call if the caller does. Quality varies by language, so test yours first.
Inbound vs outbound AI calling: what is each good for?
Inbound AI calling answers the calls your customers make; outbound places calls to them. Here is what each is good for, the rules on outbound and where to start.
Start a project
Tell us what you need built and we'll reach out to you by email, or use the inquiry page.
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