GAAPSAVVY INTELLIGENCEBENCHMARK EXPLORER
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)
AllAI Council · 1AI Drop-In · 2AI Finance Lab · 2AI Knowledge Share · 2AI Share Forum · 1In-Person Event · 1Public Webinar · 1QTC Share Forum · 5Regroup / Topic Briefing · 1
Poll question

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

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)

Respondent-level answers

Locked at this tier
Respondent-level answers require the subscriber tier. Individual answers carry profile attribution (Ring 2) and are never served to the public tier.
Pick a question

Cross-event questions first.

These questions were asked at more than one meeting (or are canonical benchmarks) — the start of longitudinal tracking.

who is (or will be) your auditor5 meetings · 2025-11-21 → 2026-06-26
is the company you're at public or private5 meetings · 2025-11-21 → 2026-06-26
use my poll responses to connect me with others in the same circumstance. (e.g. scenario, auditor, position, etc. - you will also receive results from others who have responded and said yes) note: poll responses are not considered definitive and final positions, they are simply a way to 'read the room' and give you more context within the industry5 meetings · 2025-11-21 → 2026-06-26
is anyone else using ai reporting2 meetings · 2025-11-21 → 2026-01-23
is anyone using2 meetings · 2025-11-21 → 2026-01-23
other2 meetings · 2026-01-23 → 2026-06-26
would you rather2 meetings · 2025-11-21 → 2026-01-23
which ai models are approved for use at your company1 meeting · 2026-06-26

All questions, by meeting

2025-11-10 · EU Data Act Impact · Regroup / Topic Briefing · 14 questions
2025-11-21 · QTC Share Forum · QTC Share Forum · 22 questions
2026-01-23 · QTC Share Forum · QTC Share Forum · 15 questions
2026-03-27 · QTC Share Forum · QTC Share Forum · 13 questions
2026-05-29 · QTC Share Forum · QTC Share Forum · 17 questions
2026-06-26 · AI Share Forum · AI Share Forum · 8 questions
2026-07-24 · Gaapsavvy AI Governance + Internal Controls Webinar · Public Webinar · 5 questions