Pipeline
QUILL
Quill
ConceptRisk 29
Contract delta detection for vendor MSAs. Reads the incoming redline against the company’s playbook and returns a one-page exception brief, not a markup.
Year-1 ARR
$410k
TAM
$1.7B
Daily yield
Not live
Market
Ops and procurement teams at 100–800 person companies who currently wait three days on outside counsel for paper they already know.
Architecture
Word add-in, private playbook store, exception brief with citations back to clause IDs. Positioned as a clerk, never as counsel.
Execution
Architect is drafting the add-in shell. Counsel will not greenlight language until the disclaimer set is locked.
Stress-test
- Playbook quality, not model quality, is the bottleneck.
- Unauthorized practice of law risk if the brief is phrased as advice.
- Microsoft Word add-in is the distribution; a web app will not get budget.
Gates
- UPL / attorney advertisingHold
- Confidentiality (MSA)Pass
- SOC 2 Type IHold
Risk vector
Market
Ops
Legal
Counterparty
Concentration
Liquidity