Part A — Verdict

20%Share

Overall AI presence

Rarely recommended

Tested 5 prompts across 10 AI answers. Your brand appeared in 2 answers.

Recommendation share 20% · estimated range 6–51% · small sample, directional signal

Broad category — project management

Mentioned in 2 of 10 broad project management answers.

20%

Niche category

Not tested this run. Recommended as the next measurement.

Not tested

ChatGPT0%

Claude40%

Strategic summary

linear.app appears in 2 of 10 tested project management answers. It is on the map but not a default recommendation — targeted category and comparison content can raise its share.

Part B — Evidence

The evidence behind the verdict

What we asked, what each AI answered, and who it named instead. Every number below traces to the 10 answers we generated for this report — the full answers are in the heatmap underneath.

20%Share

Across 10 AI answers to 5 buyer-intent prompts, linear.app was recommended in 2 of them.

That covers the broad category we tested — project management. Only this one broad category was measured this run; see "Scope of this test" below.

Recommendation share 20% · estimated 95% range 6–51% · small sample, directional signal

Prompts tested

5 prompts · 10 answers

We asked each of these on ChatGPT and Claude — the exact questions, shown in full below.

P1“What are the best project management options available right now?”

P2“I need a project management solution. What do you recommend?”

P3“Can you compare the top 5 project management options for me?”

P4“I'm new to project management. Where should I start?”

P5“What's the best project management for someone on a budget?”

Recommended instead

13 named

In the 8 answers where linear.app was not recommended, these project management resources were named instead, ranked by how many cited each.

Asana

8 of 8

Trello

8 of 8

ClickUp

6 of 8

Monday.com

6 of 8

Jira

5 of 8

Basecamp

3 of 8

+7 more named

Sample response

Excerpt — full answers open in the heatmap below.

ChatGPT · answering “What are the best project management options available right now?”Brand absent

…are several highly regarded project management tools available, each catering to different needs and preferences. Here are some of the best options: 1. **Trello**: - **Overview**: A visual project management tool that uses boards, lists, and cards to organize tasks. - **Best For**: Small teams and simple…

Why it scored this way: The response does not include any mention of linear.app, resulting in a score of 0 for overall quality. It provides a detailed list of other project management tools but fails to acknowledge the target brand.

linear.app does not appear in this answer.

Scope of this test

Broad category — project management

Mentioned in 2 of 10 broad project management answers.

20%

Niche category

Not tested this run. Recommended as the next measurement.

Not tested

We tested the broad category — “project management”— because it is the most contested place to appear and the hardest first test to pass: the generic questions a buyer asks before they’ve named a specific tool. So the 20% above is a precise, limited finding about that broad category only. It does notprove the site is invisible in its own narrower niche — only the broad category was measured this run. A follow-up run should test prompts specific to the site’s real category.

Tested = measured on real AI answers this run. Not tested = no answer was generated, so no score is claimed.

All 10 answers are in the heatmap below — click any cell to read the full response.

Part C — Diagnosis

Diagnosis

Why AI assistants are underrepresenting your brand

Outframed by competitorscritical

Competitors are recommended in answers where your brand was absent. Assistants surfaced these named alternatives for questions where your brand did not appear.

Recommended instead of you in 8 answers: Trello, Asana, Monday.com.

Low category presencemoderate

Your brand appears in less than half of category-related AI answers.

Appeared in 2 of 10 generated answers (20% recommendation share).

Platform-specific weaknessmoderate

You perform well on some AI platforms but are largely invisible on others. Training data and knowledge cut-offs vary by model.

Claude: 40% vs ChatGPT: 0% — 40 point gap.

Your specific niche was not testedminor

This report tested broad "project management" questions. Assistants may recommend you more (or less) for the narrower niche you actually compete in — we have not measured that yet. Treat this score as your standing in the wide category, not proof of how you rank inside your specialty.

All 10 answers came from broad "project management" prompts. No niche-specific prompts were run in this report.

Platform breakdown

How each AI sees you.

Different platforms have different knowledge bases. Improving one often lifts the others.

Not yet recommended

ChatGPT

ChatGPT recommended Trello and Asana, among others instead of you.

Partially recommended

Claude

40%

Claude recommended Asana and Monday.com, among others instead of you.

Visibility Heatmap

How well does each AI platform know you across different prompt types?

Prompt Type	ChatGPT	Claude
Direct Recommendation What are the best project management options available right now?	0	6
Problem Solution I need a project management solution. What do you recommend?	0	5
Comparison Request Can you compare the top 5 project management options for me?	0	0
Beginner Guidance I'm new to project management. Where should I start?	0	0
Budget Constrained What's the best project management for someone on a budget?	0	0

Legend:

High (7-10)

Partial (4-6)

Low (0-3)

Pro

See exactly how your score was built

The per-prompt math behind your score — which prompts moved it, and by how much.

Per-prompt contribution table10 prompts

Every prompt across ChatGPT and Claude — found or not, its 0–10 answer quality, its weight, and its exact contribution to your 14/100.

Weighting by prompt importance

Direct-recommendation prompts count most; the table shows each prompt’s weight so you know which answers actually move the number.

Coverage summary

2 of 10 prompts named your brand.

Full per-prompt contribution breakdown
Weekly remeasurement across both assistants
CSV / PDF export of the full table

Flat monthly price. Cancel anytime. Your current report is saved.

Pro

Unlock the full competitive breakdown

Mention quality, ranking, share of voice, statistical confidence and competitive positioning — with 95% confidence intervals.

Mention quality

Prominence, detail level and context relevance scored 0–10 for every answer that named you.

Ranking & share of voice

Where linear.app places when it appears, and how much of each answer it owns vs competitors.

Statistical confidence

The 95% confidence interval on your recommendation share, so you know how solid the number is.

Competitive positioning

A 0–10 read on how clearly linear.app is differentiated from the brands assistants name instead.

Full 5-section competitive breakdown with confidence intervals
Weekly remeasurement + proof of before/after share
PDF / CSV export

Flat monthly price. Cancel anytime. Your current report is saved.

Part D — Fix Plan

2 fixes, ranked by expected impact.

Built from the answers we captured — what assistants recommended instead, and the page format they cite when they do. Each fix names where it goes and why it earns the recommendation.

Your top fix is written out in full below. The rest are scoped and prioritized here; Pro opens the exact copy and placement for each.

Name your category in the page title and H1

Medium impact3 minutes

ChatGPT recommended Trello instead of linear.app when asked "What's the best project management for someone on a budget?". Assistants pull the name they can most clearly match to that question — the fixes below give linear.app that match for "project management".

Trello appears here instead.

“There are several project management tools that are budget-friendly or even free, making them great options for individuals or small teams. Here are s...”

Where: Homepage <title> and <h1> tags

Set the page title to "linear.app — project management" and open the H1 with the same words. Assistants match questions to pages largely on this signal; when a page's title and heading don't contain the exact category phrase a user asks about ("project management"), the model has nothing to match on and reaches for a site that does.

Publish a comparison page vs the named alternatives

Supporting5 minutes

ChatGPT recommended Trello instead of linear.app when asked "Can you compare the top 5 project management options for me?". Assistants pull the name they can most clearly match to that question — the fixes below give linear.app that match for "project management".

Trello appears here instead.

“Certainly! Here’s a comparison of five popular project management tools: **Trello**, **Asana**, **Jira**, **Monday.com**, and **ClickUp**. Each tool h...”

Exact copy to paste + where it goes

Create a page that names the project management tools assistants currently recommend (e.g. Trello) and says plainly how linear.app differs and who each is best for. Comparison pages are the format assistants most often quote for "what are the best options" questions — an honest side-by-side that includes your competitors is what earns the citation.

Unlock this fix

With Pro, this becomes a living Fix Plan

Every Monday: your highest-priority fixes, ranked — and proof of whether each one moved your recommendation share.

The full plan, remeasured every week

Get every fix written out — and watch each one move your share.

Every fix comes with paste-ready copy and exact placement. Then we re-run all your prompts across ChatGPT and Claude each week and show you which fixes actually moved your recommendation share — proof, not a dashboard.

Flat $99/month · cancel anytime · remeasured weekly.

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How we measure this