$149Get Audit
Sample report · anonymised

A real audit, with the client's name removed.

Every section below appears in the report you receive. Figures and citations are from an actual engagement; company and competitor names have been replaced.

SubjectCompany A
CategoryB2B workflow software
Questions run20
Engines4
Fielded2026-06-14
Section 01 — Signal Score

Composite visibility, 0–100.

Signal Score
34 /100
0Category median 52100
Percentile18th
BandAt risk

Company A is named in 11 of 80 answers and rarely recommended in any of them. It is described accurately when it does appear, which is the good news: the deficit is coverage, not reputation.

Insight

Score is held down by three signals — mention rate, competitive share and citation breadth. All three respond to third-party placement, which is why the plan in Section 05 leads there rather than on-site work.

swipe to see the full table →
EngineMention rateAvg position
ChatGPT10%3.4
Claude15%2.9
Gemini10%3.1
Perplexity20%2.2
Section 02 — Signal breakdown

Eight signals, each traced to evidence.

Weighted composite = 34.0 · weights sum to 100%
swipe to see the full table →
#SignalWeightMedianScore
01
Mention rateNamed in 11 of 80 answers
20% 48 14
02
Answer positionMean rank 2.8 where named
15% 49 51
03
SentimentNeutral-positive, no hostile framing
10% 62 71
04
Factual accuracy2 errors: pricing, headcount
10% 70 56
05
Competitive share12% of all vendor mentions
15% 50 19
06
Citation breadth4 distinct domains cited
15% 48 16
07
Source authorityOne trade title carries 61 of 214 citations
10% 45 38
08
Entity strengthRecognised, weakly disambiguated
5% 53 36
Weighted composite 52 34
Section 03 — Competitive set

Who gets named in your place.

swipe to see the full table →
VendorMentionsShareAvg posStrongest on
Competitor 1 31 34% 1.4 "Best overall" questions
Competitor 2 24 26% 1.9 Enterprise and compliance
Competitor 3 17 19% 2.4 Price-led questions
Company A 11 12% 2.8 Integration questions only
Competitor 4 8 9% 3.2 Niche vertical asks
Priority

Competitor 1 holds 34% of vendor mentions off the strength of two comparison pages and a review-site category page. Both accept vendor submissions. That is the single highest-leverage move in this audit.

Section 04 — Sources

Four domains produced 78% of every answer.

78% of 214 citations
swipe to see the full table →
DomainTypeCitationsClient presentRoute in
Source ATrade publication 61 No Editorial pitch, 6-wk lead
Source BComparison site 48 No Vendor submission, free
Source CReview platform 39 Partial Profile exists, 4 reviews
Source DCommunity forum 19 Yes One 2019 thread, negative
Own websiteFirst-party 14 Yes Cited for pricing only
33 othersLong tail 33 Not prioritised
Note — citation counts are aggregated across all four engines and de-duplicated by URL. A domain cited twice in one answer counts once.
Audit includes target citation network mapping. Done-for-you outreach and implementation available as a separate managed package.
Section 05 — Action plan

Three tiers, ordered by lift per hour of effort.

Tier 1 · This week +8 est.
Submit to Source BFree vendor listing, 90 minutes. Cited 48 times.
Correct the two factual errorsPublish canonical pricing and headcount on a stable URL.
Complete Source C profileFill category tags and request four reviews from existing customers.
Tier 2 · This quarter +14 est.
Earn coverage in Source ATwo pitch angles identified in the appendix. Six-week lead time.
Publish two comparison pagesAgainst Competitor 1 and 3, on the questions where you lose.
Answer the 2019 threadA dated, factual reply gives the engines something current to quote.
Tier 3 · This year +23 est.
Build citable primary dataAn annual category benchmark is the most reliably quoted asset type.
Strengthen entity disambiguationConsistent naming across registries, profiles and structured data.
Quarterly re-measurementSame 20 questions, same engines, so the trend is comparable.
On estimates

Lift figures are modelled from comparable engagements, not promises. We do not control the models, and we say so in the report rather than in a footnote.

That was Company A. Yours lands within 8 hours.

$149 Get your audit One payment · no subscription