Socratic
Questions before answers. Nothing is handed over that the person could work out themselves.
Schools · Tutoring
Solutions
One product.
A different room for every job.
A pricing debate, a lab safety review and a Year-10 essay need completely different people around the table. Scribe staffs the right room, sets its rules, and lets it argue.
For product teams
The meeting where someone finally does the maths.
Roadmaps and pricing die of politeness. Put the specialist whose only job is the spreadsheet in the room, and the polite version doesn't survive contact.
Product manager Money analyst UX researcher Strategist Devil's advocate
- Decide with the trade-off written down — not the loudest opinion in the standup.
- Pricing, positioning and prioritisation, stress-tested before the deck exists.
- The transcript is your decision log — including the option you rejected, and why.
pricing-v3 Live
Product managerproposes
Usage-based, 40 cents a session. Feels fair and it scales with value.
Money analystchecks numbers
Median user runs 22 sessions. That's $8.80 against a serving cost of $11. We'd lose money on the typical customer.
UX researcherknows the users
And nobody can predict their own bill. Two of six testers said they'd use it less just to stay safe.
Strategistweighs it up
Flat price with a fair-use ceiling. Predictable for them, above cost for us.
OutcomeA pricing model that survives its own spreadsheet.
lit-review Live
Literaturefinds sources
Nine papers report the effect. Consistent direction across all of them.
Reviewerfinds weak spots
Seven share a first author and re-use the same cohort. That's one dataset, not nine.
Method checkchecks the how
Then it's a single-cohort finding until we widen the search. I'd also pre-register the analysis before we touch the data again.
Writerwrites it up
Rewriting the claim in the intro and moving the rest to limitations.
OutcomeA limitation found by your own team, not by reviewer two.
For research groups
Peer review, before the peers.
The painful comments always arrive after submission. This room delivers them on a Tuesday, while you can still do something about them.
Literature Data analyst Method check Reviewer Writer
- Run in cite-or-silent mode: no claim reaches the draft without a source attached.
- Grant deadlines, ethics forms and supervisor feedback survive the same treatment.
- Every objection is logged, so a supervisor can see what was challenged and what stood.
For schools
A study group that refuses to do the homework for you.
In Socratic mode the room asks before it answers. A student can't get the essay handed over — they get the questions that make them write it, plus a marker who grades against the teacher's own rubric.
Explainer Quizmaster Fact-checker Marker
- For students: hints, not answers — and a quiz that finds the bit you skipped.
- For teachers: lesson plans, three reading levels of the same worksheet, and rubric-aligned feedback drafted in minutes.
- Full transcripts, so the teacher sees the thinking — not just the finished paragraph.
history-y10 Socratic mode
Maya, Year 10asks
Why did the Roman Republic fall? Can you write my intro?
Explainerasks first
Not yet. Name two problems the Republic already had by 100 BC — then we'll build the intro from your answer.
Fact-checkercatches it
One fix in your notes: Caesar crossed the Rubicon in 49 BC, not 44. 44 is the assassination.
Markeruses your rubric
Against Ms Patel's rubric this paragraph sits at Level 4: claim and evidence, no counter-argument yet. That's the missing mark.
OutcomeShe writes the essay. The room just refuses to let it be wrong.
For universities
Every department argues differently.
A chemistry route, a design crit and a bracket that has to survive fatigue loading need different specialists — and different rules for how hard they push.
Chemistry
The room: Literature, Synthesis planner, Safety reviewer with a veto, Method check.
"Step 3 uses LiAlH₄ — your ester won't survive it. Protect it first, and the risk assessment has to name the quench before you book the bench." Safety reviewer
Route planning, reagent compatibility, and a risk assessment that gets written with the plan instead of after it.
Design
The room: Crit lead, Typographer, Accessibility specialist, User researcher.
"Five of six testers missed the save action. The label is 13px at weight 300, and contrast is 3.1:1 — that fails AA at this size." Accessibility specialist
A studio crit available at 2am, that gives reasons instead of taste — and never says "looks great".
Mechanical
The room: Statics reviewer, Materials, Manufacturing, Standards.
"Safety factor 1.2 on a fatigue-loaded bracket, and that undercut can't be 3-axis milled. Move the bolt hole or accept a 5-axis setup." Manufacturing
Design reviews for projects and competition teams, where the maths, the material and the machine all get a vote.
Specialists advise, they don't sign off. A qualified human still approves any lab, workshop or clinical work.
House rules
You set how hard the room pushes.
One switch changes how every specialist behaves for the whole session.
Cite or silent
No claim survives without a source. Unsupported sentences get struck out, not softened.
Research · Journalism
Safety first
One specialist holds a veto. Nothing reaches you until the hazard and the handling are written down.
Labs · Workshops
Hard crit
A specialist whose entire job is to find the weakest part and say so plainly.
Design · Product
For whoever signs it off
Rolling it out to a department.
Start with one class or one squad. Keep what works as a shared brief everyone reuses.
Shared briefs
Save a room once — rubric, house rules, tone — and the whole department starts from the same one.
Seats and spaces
Separate spaces per class, lab or squad, with seats you can move between people each term.
SSO and audit log
Institutional sign-in, and a record of who ran what, for the people who have to ask.
Not training data
Student and lab work is never used to train models by default. Opt-in only, and revocable.
Describe your work. Meet your room.
One sentence is enough — Scribe picks the specialists, and you pick what's good.
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