Research, design & engineering

From a questionto a product.

We investigate opportunities, build products, and redesign existing software around AI.

See our work
Paper study / 01ClosedOpen
DEGEAR STUDIOResearch / Product / AIINDEPENDENT STUDIO

Creators

Digital products & memberships.

A creator workspace, from defining an offer and writing its promotion to checkout and content delivery.

Our work
Product design · Software engineering · AI tools

The problem

Selling a file takes more than checkout. The offer, its promotion, and the buyer’s access need to stay connected.

The design decision

One saved offer informs AI copy and the purchase. Later edits cannot rewrite what a buyer accepted.

In the product

The creator saves an offer and edits its promotion. The buyer pays and finds the purchased file in their library.

A studio product / In development

Three places to start.

A field to investigate. A product to build. Software ready for a change.

01

Research & decisions

Bring a question or a field you see potential in. We investigate users, alternatives, and technical feasibility, then lay out the options and a recommendation.

Problem definition · Research brief · Recommended direction
02

Product design & engineering

Turn the findings into a prototype. Test it with users. Build the first usable version.

Prototyping · Product design · Software development
03

AI transformation

Rework existing software around models, agents, and your data. Evaluate the workflow on real tasks, with clear limits on what AI can do on its own.

Workflow redesign · Model & tool integration · Evaluation

What is worth building?

A decision brief: evidence, options, and a recommendation you can act on.

Decision note / Creators

NOTE / 001

When is an AI draft ready to use?

Evidence
Reviewing 12 saved generations exposed drafts that inferred lessons or features from a product’s name.
Two paths
Choose the more fluent draftCheck factual support separately
Decision
Assess writing and facts separately. Claims must follow the saved offer; uncertain drafts require the creator’s review.

Based on saved outputs and offline tests of the decision rule. Fresh output quality still needs a live evaluation.

Research can be the whole engagement.

AI-native software.

We rework existing software around its workflows and data: what should AI handle, and where should a person decide?

We also use new models in research, coding, and testing, measuring quality, cost, and response time.

Code and data review → implementation → evaluation

Inside Creators

From product facts to promotional copy

  1. Creator’s data

    Saved offer

    Contents, audience, and limitations supply the facts for the draft.

  2. Model + evaluation

    AI draft

    Captions, stories, and sales copy, checked for factual support and offer clarity.

  3. Creator

    Edit and use

    The creator edits and copies the text. Flagged drafts require their approval first.

AI does not change the price or the delivered file.

Where should we start?

A question, an opportunity, or software that needs to change.

DEGEAR / PROJECT NOTE

What are you working on?

Tell us the topic and the decision ahead of you. A few lines are enough to start.

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