Score 9/100 · 9/10 queries with no mention · B2B SaaS / Software · 20 September 2026
Free check · Vectra · B2B SaaS / SoftwareMeasured on 20 September 2026 — model: gpt-5.4
Linear
Overall AI visibility score
Low
10 neutral sector queries, none of them naming the audited brand, put to one model: gpt-5.4. The panel is fixed once per sector and reused on every measurement, so two scores in the same sector are comparable.
Key metrics
Mention rate
10%
Average position
#8
Share of voice
1.3%
Competitor benchmark
Asana
#2.34 mentions
ClickUp
#2.84 mentions
Monday.com
#54 mentions
Trello
#4.34 mentions
Notion
#5.73 mentions
Real excerpts from AI answers
gpt-5.4 · 20 September 2026positive
Query: “Which collaboration software should I choose for a startup team?”
“…roject management 7. Trello — best for very small teams that want simplicity 8. Linear — best for product/engineering startups 9. Monday.com — best for visual workflow management 10. Basecamp — best for low-complexity, calm team col…”
Position #8 in this answer
gpt-5.4 · 20 September 2026not cited
Query: “What is the best project management software for a small business?”
“…software is usually one of these, depending on how your team works: Best overall: Asana · Easy to use · Strong task tracking, timelines, automations · Good for teams that want structure without too much complexity · Works well for marketing, ope…”
gpt-5.4 · 20 September 2026not cited
Query: “Which CRM software is best for a growing company?”
“…you need. If you want the short answer: Best CRM options for a growing company 1. HubSpot CRM — best overall for ease of use and scaling 2. Salesforce Sales Cloud — best for customization and larger growth plans 3. Pipedrive — best for simple,…”
Methodology
10 neutral sector queries, none of them naming the audited brand, put to one model: gpt-5.4. The panel is fixed once per sector and reused on every measurement, so two scores in the same sector are comparable.
Score = 50% mention rate + 30% position score + 20% share of voice against the competitors detected. Every component is computed from the stored raw answers only.
Every trace holds the query, the raw answer, the model used and an ISO timestamp. This run queries a single model; more models are added over time. No score is returned unless real model calls succeed.
AI answers vary with the time of day, the context and the model version. This score is a trend measured at one moment, not an absolute truth.
Query panel we analysed
10 queries · gpt-5.4 · 20 September 2026
01What is the best project management software for a small business?
02Which CRM software is best for a growing company?
03Top accounting software options for freelancers
04Project management software comparison for remote teams
05Best HR software reviews for mid-sized businesses
06How much does customer support software typically cost?
07What are good alternatives to traditional spreadsheet-based workflow tools?
08Can you recommend email marketing software for a professional services firm?
09Which collaboration software should I choose for a startup team?
10Best invoicing and billing software for independent professionals
AI visibility · low awareness diagnostic
Your brand is not cited by AI yet — here is who is cited instead
Across 10 neutral queries tested in your sector, Linear did not appear in a single AI answer. This is not an empty score — it is a precise diagnostic: here is exactly who holds your place, and why.
9/10queries with no mention of Linear — measured data, model gpt-5.4, 20 September 2026
Who is cited instead of you (real excerpts from the model we queried)
Asana4 mentions in this query panel
Query: “What is the best project management software for a small business?”
“…software is usually one of these, depending on how your team works: Best overall: Asana · Easy to use · Strong task tracking, timelines, automations · Good for teams that want structure without too much complexity · Works well for marketing, ope…”
gpt-5.4 · 20 September 2026 · no invented data
ClickUp4 mentions in this query panel
Query: “What is the best project management software for a small business?”
“…s · Can feel limited as projects get more complex Best for all-in-one flexibility: ClickUp · Combines tasks, docs, goals, time tracking, dashboards · Very customizable · Good value for small businesses · Downside: can feel overwhelming at first ##…”
gpt-5.4 · 20 September 2026 · no invented data
Monday.com4 mentions in this query panel
Query: “Which collaboration software should I choose for a startup team?”
“…roject management 7. Trello — best for very small teams that want simplicity 8. Linear — best for product/engineering startups 9. Monday.com — best for visual workflow management 10. Basecamp — best for low-complexity, calm team col…”
gpt-5.4 · 20 September 2026 · no invented data
Trello4 mentions in this query panel
Query: “Which collaboration software should I choose for a startup team?”
“…roject management 7. Trello — best for very small teams that want simplicity 8. Linear — best for product/engineering startups 9. Monday.com — best for visual workflow management 10. Basecamp — best for low-complexity, calm team col…”
gpt-5.4 · 20 September 2026 · no invented data
Two or three likely reasons
The brand is not yet part of the corpora these models were trained on, or it is cited too rarely on the web.
Your competitors (Asana, ClickUp) already hold strong positions in these AI answers.
No structured web content and no third-party mentions the models can cite on their own.
How to fix it
The full audit pinpoints the three to five actions that will put Linear into AI answers: content to publish, cited sources to earn, sector wording to sharpen. The report is produced in minutes, on a private link.
This page is public. Share it.
https://getvectra.co/score/df54cee981fd
Want to go further
Full audit: 50+ queries on gpt-5.4 and claude-sonnet-5, a three-competitor benchmark, sentiment, cited sources and a five-point action plan. Produced in minutes, with a PDF.