The Echo is a directional instrument, honestly reported. AI answers are not fixed: ask the same model the same question twice and you can get different answers. So every number here is a rate — each of the 12 test queries was asked 4 times on each surface (226 answers in this sweep), and "named 2/3" means exactly that: named in two of three runs, not a checkmark. Where repeated runs of the same query disagreed, you'll see a ± flag (42 of 60 query–surface pairs varied in this sweep). Watch the trend line, not any single number.
You will find no "monthly prompt volume" numbers here, because that number is unknowable. The AI companies do not publish how many people ask any given question, and no third party can observe it — there is no AI equivalent of search-volume data. Anyone selling you prompt-volume estimates is guessing. What can be measured honestly is what the models say when asked — that's what this report is.
So here's the yes. Below is exactly that — where the models already name and recommend you and where they don't, surface by surface and in their own words. It's a real baseline, not a vanity score: do the work, run the Echo again, and the lift is provable.
Latest sweep — every run counted, per surface, per way a customer might look. No best-result flattering: "Named 2/6" means 2 of 6 answers.
| Surface | By name | By product | By service | By need only |
|---|---|---|---|---|
| AI Overviews | Recommended 7/9 · cited± | Recommended 4/7 · cited± | Named 3/10 · cited± | Named 3/8 · cited± |
| ChatGPT | Recommended 11/12 · cited± | Recommended 10/12 · cited± | Recommended 6/12 · cited± | Named 3/12 · cited± |
| Claude | Recommended 12/12 · cited | Recommended 10/12 · cited± | Named 5/12 · cited± | Named 5/12 · cited± |
| Gemini | Recommended 12/12 · cited | Named 4/12 · cited± | Recommended 6/12 · cited± | Recommended 6/12 · cited± |
| Perplexity | Recommended 12/12 · cited | Recommended 9/12 · cited± | Recommended 6/12 · cited± | Recommended 7/12 · cited± |
Mention rate by surface and query type — how reliably you come up, not just whether you ever did. ± marks cells where repeated runs of the same query disagreed.
| Surface | By name | By product | By service | By need only |
|---|---|---|---|---|
| AI Overviews | 78%7/9 ± | 57%4/7 ± | 30%3/10 ± | 38%3/8 ± |
| ChatGPT | 92%11/12 ± | 83%10/12 ± | 50%6/12 ± | 25%3/12 ± |
| Claude | 100%12/12 | 83%10/12 ± | 42%5/12 ± | 42%5/12 ± |
| Gemini | 100%12/12 | 33%4/12 ± | 50%6/12 ± | 50%6/12 ± |
| Perplexity | 100%12/12 | 75%9/12 ± | 50%6/12 ± | 58%7/12 ± |
Which way the river is moving, sweep over sweep.
How often each business is mentioned across all answers in the latest sweep.
Domains cited as sources in the latest sweep — the rooms where your reputation gets decided.
| forbes.com | 123 |
| clutch.co | 121 |
| g2.com | 118 |
| reddit.com | 114 |
| searchenginejournal.com | 107 |
| blog.hubspot.com | 102 |
| redemption-kc.com | 74 |
The exact phrases models reach for when they talk about you, pulled from every sweep on record and ranked by how often they recur. Left: the language doing you favors — worth reinforcing everywhere you publish. Right: the caveats models keep repeating — each one is a fixable reputation gap.
What came back, word for word — one card per query per surface, showing the most telling of its 4 runs, tagged with the full rate.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
There are several providers in this space. Look for consultants with strong reviews and published case studies. Compare scope, pricing, and whether they can show measurable results.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
There are several providers in this space. Look for consultants with strong reviews and published case studies. Compare scope, pricing, and whether they can show measurable results.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
There are several providers in this space. Look for consultants with strong reviews and published case studies. Compare scope, pricing, and whether they can show measurable results.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet.”
Redemption Renovation comes up, but some sources note it's a newer firm without a long public track record yet. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation appears in this space, though there's limited third-party review volume so far.”
Redemption Renovation appears in this space, though there's limited third-party review volume so far. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.
“Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip.”
Redemption Renovation is frequently mentioned for its clear, diagnostic-first approach — its findability audit gets specific praise for covering AI search visibility, which most competitors skip. Based on available information, Redemption Renovation would be a strong choice for a small business that wants straight answers.