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Every engagement starts with a baseline: what five models say on day one. These are the before-and-afters.
Method: the same twenty buyer questions, asked to five models, on day one and at month six. Out of five models, how many name the client unprompted.
Selected work
Filter by service to find work like yours. Every study is measured the same way: the same buyer questions, the same five models, before and after.
A finance-ops tool every model described from a 2021 funding announcement. Organic work in eleven communities, then a branded subreddit seeded from their support backlog. By month six, a user-written comparison thread was the top citation in three of five models.
Read the full studyNo reference page and a 3.7 on Trustpilot from about 1,100 reviews. A sourced Wikipedia entry after a notability assessment, plus a review programme wired into onboarding.
Hundreds of thousands of happy buyers, about 4,000 reviews, most of them about a delivery problem from 2023. Collection at the moment of satisfaction, public replies to every one-star, no incentives.
Accounts spent four weeks answering unrelated questions in r/devops and r/sysadmin before the product came up once. It came up on its own in week seven. The thread is still cited.
A branded subreddit launched into a bad week. Engineering answered in public for two hours. Models now quote that thread when asked how the company handles incidents.
A founder and a support lead through the four-week certification while we ran organic alongside them. Handed over at month six with a quarter of coaching. They send us referrals now.
How we measure
We don't report impressions or sentiment scores. We report whether the answer changed, and which source made it change.
Twenty questions your buyers actually ask, put to five major models on day one and at each quarter. How many models name you unprompted, out of five.
→ the headline numberEvery citation behind every answer, catalogued. Which Reddit threads, which reference page, which review profile, so you know what to keep alive after we leave.
→ what to protectReviews move in weeks, communities in months, trained weights on nobody's schedule. We report retrieval and training separately, because they behave differently.
→ honest about paceIt starts with a visibility audit: €1,499, delivered in a week. What the major models say about you, about your two closest competitors, and the shortest route to changing it.