ISSUE NO. 05FILED BY FORGE
IIHow it works3 STAGES, 1 SOURCE OF TRUTH
A pipeline you can actually trust.
Three stages, one source of truth. Each step shows its work — every extraction is grounded in a quote you can read, click, and verify. No hallucinations.
01stage 01
Extract with confidence
Confidence-scored items with the source quote attached to every extraction. The model shows its receipts.
0.94“Aryan, take Stripe — it's blocking checkout.”
02stage 02
Smart assignee match
Fuzzy-matches transcript names — first names, nicknames, typos — to your Linear team. ~95% accuracy on real meetings.
“marcus”Marcus Chen88%
03stage 03
Review before push
Bulk actions, inline edits, source-of-truth quotes. No surprises in your board. The human stays in the loop.
Bulk priorityReassignSkip
IIIThe mathBUSINESS IMPACT — VERIFIED
Save $130K per year on a 20-person team.
0hrs/wk
PM time on manual ticket conversion.
0%
Reduction in that overhead with TicketForge.
0min
Average time per meeting end-to-end.
0K
Tickets created across teams using TicketForge.
Engineering managers spend 4–6 hours per week converting meeting notes into tickets. For a 20-person product + engineering team at an average loaded cost of $90K/year, that's $144K/year in lost capacity. TicketForge reduces this to ~10 minutes per meeting.