What is Qualia, in one line?

A company brain with hands: a shared memory of how your studio actually works, plus a workforce of specialist agents that read it, decide, and do the work.

Game publishers, game and app studios, and multi-product companies operating several apps with a small team.

How is this different from an AI agent framework or a chatbot?

Frameworks give you building blocks. Chatbots answer questions. Qualia is the operating layer on top: shared portfolio memory, specialist agents, and an approval-first workflow that ships real changes across your stack.

Do the agents act on their own, or do I approve every step?

By default, approval is the step that ships. Autonomy is a ladder: task types with a proven approval record can be promoted to run unsupervised, and demoted anytime.

What does Qualia connect to?

Repos, ticketing, analytics, ad platforms, Sentry, Slack, storefronts. Read-only by default; write access is scoped per agent and per task type.

How is my data handled?

Read-only access by default, action log for every write, reversible operations, and no training on your data.

How do I get started?

Book a demo. We map your portfolio, plug in the memory, and run a first task under approval within the first week.

Home › Glossary › Specialist agent

Glossary · Definition

Specialist agent

By Doğan Turan, Co-founder, Qualia · Updated August 2, 2026

TL;DR. A specialist agent is an AI worker scoped to a specific operating function, ad spend, store listings, live-ops, customer support, that reads and writes to a shared portfolio brain. Not a chatbot. Not a workflow tool. A teammate with one job.

Last updated: August 2, 2026

General-purpose AI assistants are good at one-off tasks. Specialist agents are the opposite: scoped narrow, given persistent memory, run continuously against a single function. The agent that watches store listings doesn't try to answer customer tickets. The one that triages crashes doesn't propose monetization changes.

The reason for the scope: agency over a real operating surface requires earned trust. A general agent with full company access is too brittle to deploy. A specialist agent with full memory of one function can be calibrated, audited, and reversed.

Qualia ships specialist agents instead of one big agent because that's how operators actually want to give up control, one surface at a time.

Specialist agent

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