Workspaces/Linear/Insights/Gap Analysis
Gap Analysis
Where competitors are cited by AI engines and you aren’t — and what to ship to close the gap. Updated daily across 6 engines.
Topics analyzed
12topics
297 prompts · 6 engines
Your citation share
30%
↑ 8 pts vs last cycleweighted by prompt volume
Gap topics
6of 12
↓ 1 new this weekwhere competitors lead
Recovery opportunity
131pts
↑ ≈ +52 in 30 daysvisibility recoverable from open actions
Where you stand by topic
Each dot is a topic, sized by recoverable visibility. Click a bucket card to filter.
The four buckets
Topic positioning · last 14 days
FixKeepNiche winsCreate
High demand · FIX
High demand · KEEP
Low demand · CREATE
Low demand · NICHE
Your citation share →
Prompt volume →
Topics
12 of 12
| Topic↕ | Bucket↕ | Prompts↕ | Citation share↕ | Gap↓ | Trend | |
|---|---|---|---|---|---|---|
Async product managementMethodology · Remote | Fix | 24 | 8% | −22 | ||
Project management for engineering teamsTool selection · Engineering | Fix | 38 | 34% | −18 | ||
AI features in PM toolsTrend · AI | Fix | 26 | 19% | −16 | ||
Roadmap planning toolsCategory · Roadmapping | Fix | 29 | 22% | −14 | ||
Sprint planning workflowsMethodology · Agile | Fix | 22 | 18% | −12 | ||
Free project management toolsCategory · Free tier | Fix | 33 | 14% | −11 | ||
Issue tracking softwareCategory · Issue tracking | Keep | 35 | 48% | +9 | ||
OKR tracking integrationsMethodology · Strategy | Create | 14 | 11% | +8 | ||
Design-to-engineering handoffWorkflow · Cross-functional | Create | 16 | 27% | +7 | ||
Linear vs Notion comparisonsBranded · Comparison | Keep | 31 | 61% | +6 | ||
Kanban tools for startupsCategory · Methodology | Niche wins | 18 | 41% | +5 | ||
Release notes automationWorkflow · Engineering | Niche wins | 11 | 55% | +3 |
Topic·Tool selection · EngineeringFix
Project management for engineering teams
38prompts
34%your share
−18 ptsgap
Sample prompts (5 of 38)
“Best project management tool for engineering teams in 2026?”
Top citation · Notion
“Linear vs Jira for a 50-person eng org”
Top citation · Linear
“Which PM tool integrates best with GitHub?”
Top citation · Notion
“Lightweight issue tracker for startups”
Top citation · Linear
“Replacing Jira at a Series B startup”
Top citation · Notion
Cited sources for this topic
Nnotion.so22 · 30%
Rreddit.com/r/cscareer18 · 25%
Llinear.appYOU13 · 18%
Nnews.ycombinator.com11 · 15%
Gg2.com9 · 12%
Recommended action
Publish a Linear vs Jira technical comparison
Three of five top prompts ask for engineering-team comparisons where competitor docs are cited and yours aren't. A deep, citation-friendly comparison page on linear.app/compare/jira should recover ~18 visibility points across this topic.
+18 pts visibility·Medium · 1 sprint·84% confidence
Source domains
Where AI engines are pulling from across all tracked topics
Most cited · all engines
01R
reddit.com
412
02G
g2.com
308
03N
notion.so
261
04A
atlassian.com
238
05L
linear.appYOU
184
06A
asana.com
176
07C
capterra.com
144
08N
news.ycombinator.com
121
09T
theverge.com
98
10M
monday.com
92
Missed citations · gap domains
01R
reddit.com/r/projectmanagement
86
02P
productschool.com
71
03T
techcrunch.com
58
04M
medium.com (Towards PM)
49
05L
lennysnewsletter.com
44
06S
softwareadvice.com
41
07T
trustradius.com
33
08B
betterprogramming.pub
28
09I
indiehackers.com
24
10T
the-product-manager.com
19