Creator Studio
Stress-test your arguments
before your readers do.
Structural audit, counterargument generation, citation checking, evidence verification, and the philosophical commitments your draft operates within — all before you publish.
What the engine analyses
Structure
Argument skeleton
Every claim rendered as numbered premises with inference rules. Modus ponens, categorical syllogism, inductive generalisation — the formal structure of what you're actually arguing, stripped of rhetoric.
Critique
26 reasoning patterns + 8 rhetorical techniques
From Ad Hominem to Motte-and-Bailey, Selection Bias to Presupposition Smuggling. Each flagged with verbatim quotes, severity, and confidence. Inline highlights show exactly where.
Opposition
Counterargument generation
The 2–3 strongest objections a thoughtful opponent would deploy that your draft fails to engage with. Each with its own Toulmin structure — claim, grounds, warrant.
Sources
Citation audit
Every cited URL fetched and checked against the claim it's cited for. Well-cited, weakly-cited, mismatched, or uncited — before your readers check for you.
Framework
Philosophical commitments
The ethical, epistemic, political, and methodological framework your argument operates within — made visible so you can decide whether to defend it, soften it, or replace it.
Evidence
Evidence-weighted likelihood
For empirical claims, we search 200M+ academic papers via Semantic Scholar and assess scientific consensus. Value claims are identified as such — they don't get percentages.
Who it serves
Students & academics
Thesis structure, evidence quality, counterargument handling, citation integrity. The question is "is your argument sound?" — not "did you write this?"
Journalists
Source verification, counterargument coverage, warrant exposure. Solo or multi-seat for newsrooms.
YouTubers & Substackers
Pre-publish audit for essay and analysis content. Revision tracking shows what improved between drafts.
Newsrooms
Multi-seat workspace, shared document library, API access. Get in touch →