Gaapsavvy Intelligence

Ring 3 · Public / Vendor

Aggregate distributions only. Any cell with fewer than 5 respondents is suppressed. Switching tiers re-queries the server — lower tiers receive nothing that a view-source could reveal.

Segment filters · server-side re-query

Segment filters require the subscriber tier

Auditor and ownership slicing is a subscriber feature — the public aggregate only ever shows the whole room, never a slice small enough to re-identify. Sign in to unlock filters.

Meeting type (narrows the question list)

All AI Council · 1 AI Drop-In · 2 AI Finance Lab · 2 AI Knowledge Share · 2 AI Share Forum · 1 In-Person Event · 1 Public Webinar · 1 QTC Share Forum · 5 Regroup / Topic Briefing · 1

Poll question

Q2: What's the hardest part of your usage billing setup right now? (pick up to 2)

n=63 poll respondents

Getting clean usage events from engineering — data is messy or late30.2% · 19

Billing and RevRec don't see the same data — constant reconciling20.6% · 13

Free credits, trials, or tokens across multiple products — nightmare to track20.6% · 13

We haven't solved usage billing yet — still on commit or flat pricing17.5% · 11

Monetization strategy keeps changing — hard to keep the system currentn<5

It's working — happy to share what we builtn<5

2026-03-27 · QTC Share Forum · multi-select: percentages can sum past 100% · 2 cells suppressed (k≥5; answered-count withheld to keep suppressed cells unrecoverable) · % of poll respondents (Decision #18)