For law firms onboarding the next generation
Onboard your junior with what matters for you.
Let's make your workforce ready for the AI-native reality.
Thread turns your firm's own work, precedents, partner reviews and deal emails, into feedback a junior can learn from: what matters for you, why, and how to write it. Juniors ramp faster; partners review less.
Demo: a junior's first draft scored 2/100 → 75/100 after Thread's sourced corrections
Real output on the firm's own corpus: the junior's draft, the three closest precedents, and a corrected file where every change cites its source.
Why it works
Your standards, not a generic model
Thread learns from the firm's own work: its precedents and what partners actually corrected. The bar a junior is measured against is yours.
Feedback that explains the why
Every gap is tied to a precedent, a partner's review or a deal email. Juniors understand the reasoning behind the correction, not just the red mark.
Calibrated to the stakes
A major deal is reviewed at maximum strictness, routine work at standard. Juniors learn where the bar moves, and why it moves.
How it works
From first draft to firm-grade, with the reasoning attached.
The junior shares a first draft
Any document the firm produces. Today: corporate acts and meeting minutes; tomorrow, the rest of the practice.
Thread finds how the firm does it
The closest precedents in your corpus, and what the partner corrected on them.
The junior gets the corrected file, and the why
Every change sourced. Score before and after. Something to learn from, not just something to fix.
“Sans suppression explicite du DPS, les associés existants (Antoine Vasseur, Camille Ferrand) pourraient souscrire en priorité, ce qui rendrait impossible l'entrée de Lumen Capital. Léa a mentionné dans son mail du 15 mars (v2) avoir 'isolé la résolution de suppression du DPS', mais elle n'apparaît pas dans le PV final.”
Plugs into the firm's tools
Built for confidential matters
- One workspace per matter; emails and calls never cross matters.
- Every recommendation cites its source: file, page, email, or call timestamp.
- Models by Mistral, a European provider; your document base stays yours.
- The partner stays the judge: Thread flags, explains and proposes; it never decides.
Try it on the demo matter
Onboard your junior with what matters for you.
Let's make your workforce ready for the AI-native reality.