Measured finding
One brand dominated observed citation mentions
HubSpot accounted for 38.8% of citation mentions in Buyerfront's CRM buyer-journey research, ahead of Salesforce, Pipedrive and Zoho CRM.
AI Visibility
When customers ask AI what to buy, does your brand make the shortlist?
Buyerfront tests real AI buying journeys to show whether your brand appears, which competitors are recommended instead and the visibility gap to investigate first.
Get My Free AI Visibility SnapshotFlagship service / AI Visibility
AI Visibility Growth
Understand whether your business appears when customers ask AI what to buy, and what may be helping competitors make the shortlist instead.
- 01
Measure
Capture genuine buyer-intent journeys across relevant AI systems and identify where your brand and competitors appear.
- 02
Diagnose
Analyse competitive visibility, citations, source patterns, brand representation and potential evidence gaps.
- 03
Improve
Prioritise legitimate improvements to content, authority, entity clarity, technical accessibility and third-party evidence.
- 04
Monitor
Repeat controlled measurements to understand how visibility and competitive positioning change over time.
AI responses are probabilistic and change over time. Buyerfront does not guarantee rankings, citations or recommendations.
AI Buyer Visibility Snapshot #001
What AI visibility actually looks like
AI visibility is not one universal score. Different questions, competitors, sources and AI systems can produce different outcomes. Our research looks at the buyer journeys that actually matter to the business.
We tested the AI buyer journey for CRM software.
Using a fixed set of buyer-intent questions, we recorded which brands were cited across AI answers. Four names absorbed most of the observed attention.
Share of observed citation mentions
- HubSpot
- 38.8%
- Salesforce
- 14.4%
- Pipedrive
- 13.7%
- Zoho CRM
- 11.5%
The key insight
But HubSpot.com wasn’t the whole story.
HubSpot’s brand appeared across a much wider evidence ecosystem, including independent publishers, communities, comparison content and other third-party sources.
Where the evidence came from
- 01Brand's own domainOwned content and product pages
- 02Independent publishersEditorial reviews and roundups
- 03CommunitiesPractitioner discussion and Q&A
- 04Comparison contentVendor versus vendor pages
- 05Other third-party sourcesDirectories, listings and analysis
AI visibility isn’t simply another Google ranking.
MethodologyObserved September 2026 using a fixed set of CRM buyer-intent queries. AI responses are probabilistic and results can vary by engine, query and time. Citation patterns show observed associations, not proof of causation. This was an internal Buyerfront experiment, not client work.
What we analyse
What happens when we test your brand?
We ask the kinds of questions your prospective customers actually ask AI.
- What's the best [category] for a 50-person company?
- What are the best alternatives to [competitor]?
- Which [category] is best for [specific use case]?
- [Your brand] vs [competitor]: which is better for [buyer type]?
What we look at
- Whether your brand appears in relevant AI buyer journeys
- Which competitors make the shortlist
- How your brand is described
- Which sources and domains appear alongside recommendations
- Where competitors have stronger evidence or coverage
- Important buyer questions where your brand is absent
- Differences across AI discovery experiences
Five gaps we diagnose
- 01
Discovery gap
Does AI know your company belongs in the category at all?
- 02
Shortlist gap
Does AI know your brand but recommend competitors instead?
- 03
Positioning gap
Are you appearing for the buyer types and use cases you actually want to win?
- 04
Citation gap
AI mentions you, but relies on other sources rather than your content.
- 05
Evidence ecosystem gap
Competitors are reinforced by stronger independent sources, comparisons, reviews, editorial coverage or other credible evidence.
AI Visibility offers
Start with a snapshot. Go deeper only if it is worth it.
Free AI Visibility SnapshotAI Visibility Deep DiveAI Visibility Growth
- 01
Free AI Visibility Snapshot
An initial view of how your company appears across commercially relevant AI buyer journeys, including a meaningful visibility opportunity or competitive finding.
Get My Free AI Visibility Snapshot - 02
AI Visibility Deep Dive
A paid competitive diagnosis covering a broader set of buyer-intent journeys, competitors, source and citation patterns, and prioritised improvement opportunities.
- 03
AI Visibility Growth
Ongoing implementation, experimentation and monitoring designed to improve your company’s AI discovery landscape over time.
Buyerfront internal research / sample output
A focused answer, not another generic AI score.
Your free Snapshot turns a sample of real buyer questions into a concise view of where your brand appears, who is being recommended instead and what we would investigate first.
Sample AI Visibility Snapshot
CRM software buyer journey
Illustrative format using Buyerfront internal research. This is not client work.
Test scope
AI discovery experiences reviewed
ChatGPTGeminiPerplexity
Fixed buyer-intent prompt set
Category recommendations, alternatives, buyer-fit questions and competitor comparisons relevant to the market.
Observed shortlist comparison
- HubSpot
- 38.8%
- Salesforce
- 14.4%
- Pipedrive
- 13.7%
- Zoho CRM
- 11.5%
What the Snapshot separates
Source observation
Visibility extended beyond the brand's own website
The observed evidence included independent publishers, communities, comparison content and other third-party sources.
Inference to investigate
A broader evidence ecosystem may be reinforcing the leading brand. The observed association is a diagnostic lead, not proof of causation.
Priority next checks
- Map the buyer questions where the target brand is absent from the shortlist.
- Compare owned and third-party evidence supporting the visible competitors.
Request your own focused Snapshot below.
Free AI Visibility Snapshot
See what your buyers may be seeing before they ever reach your website.
We test a focused sample of commercially relevant AI buying questions for your category, then send you a short read on what we observed. Every snapshot is reviewed by a human, so expect to hear back within three business days.
- Whether your brand makes the shortlist
- Which competitors appear instead
- Your biggest visibility gap
- An important source and evidence pattern
- The opportunity we would investigate first