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 directionResearch, design & engineering
We investigate opportunities, build products, and redesign existing software around AI.
01 / Selected work
Digital products & memberships.
A creator workspace, from defining an offer and writing its promotion to checkout and content delivery.
Selling a file takes more than checkout. The offer, its promotion, and the buyer’s access need to stay connected.
One saved offer informs AI copy and the purchase. Later edits cannot rewrite what a buyer accepted.
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
02 / Our practice
A field to investigate. A product to build. Software ready for a change.
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 directionTurn the findings into a prototype. Test it with users. Build the first usable version.
Prototyping · Product design · Software developmentRework 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 · Evaluation03 / Research
A decision brief: evidence, options, and a recommendation you can act on.
Decision note / Creators
NOTE / 001Based on saved outputs and offline tests of the decision rule. Fresh output quality still needs a live evaluation.
Research can be the whole engagement.
04 / AI engineering
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
Contents, audience, and limitations supply the facts for the draft.
Captions, stories, and sales copy, checked for factual support and offer clarity.
The creator edits and copies the text. Flagged drafts require their approval first.
AI does not change the price or the delivered file.
Work with us
A question, an opportunity, or software that needs to change.