01 / Frame
Get the question right.
Tell us what is at stake, what you currently believe, and the constraints. We agree the scope, evidence, deliverable, fees, and timing together.
Work with us
Your question.
Our full attention.
Work directly with Compelle on a decision that deserves more than a quick answer. We help frame the problem, challenge the strongest case, and make the findings useful.
- What decision are you facing?
- What is your current view?
- When do you need to decide?
Scope, deliverables and fees are agreed privately before any work begins. Please keep confidential material out of this first message.
What you get
A clear brief.
A case you can examine.
We shape the deliverable around your decision, not a preset report. An engagement can bring together:
- A decision brief: the question, alternatives, and findings that matter.
- The strongest case on each side: arguments tested against serious objections.
- An evidence review: what supports the case, what is uncertain, and what still needs checking.
- A direct discussion: work through the implications with us and decide what deserves a closer look.
How we work
From a difficult question
to a considered judgment.
02 / Challenge
Make the opposing case.
We combine adversarial AI analysis with human review to expose assumptions, compare competing explanations, and identify unresolved objections.
03 / Interpret
Make the work usable.
We synthesize the findings and discuss them with you. A model verdict is a starting point for scrutiny, not a substitute for evidence or your judgment.
A private venture-analysis proof of concept
Four cases.
One changed verdict.
We compared an initial model response with a structured adversarial review. The opposing arguments changed one of the four conclusions.
This redacted view shows the actual output. It illustrates how a second examination can challenge an initial answer; it does not establish that the changed verdict was correct or predict investment outcomes.
Client and company details are withheld. This is not a customer endorsement.
Inspect public sample analyses
Research put to work
655,000+ debates.
A practical discipline.
Compelle's research program on Bittensor studied arguments across more than six million debate rounds. It gave us a substantial body of work on how arguments withstand, or fail under, challenge.
That experience informs the service. The project in front of us is still yours: its own evidence, constraints, and unanswered questions.
Read the research findings