Sample report · sample-report-v1 · fictional brand
Sample AI visibility report — Northloop
One complete AI visibility audit: evidence, sources, and a fix list. This sample uses the same Report 2.0 UI as live audits (tabs below).
northloop.dev · AI code review tools · Free OpenAI baseline sample · Full product also covers OpenAI, Perplexity, Gemini, Claude, Grok
Same audit, different entry points
Executive summary
Score 28/100: AI rarely names Northloop on buyer prompts and almost never recommends it. CodeRabbit wins the same questions ~3–4× more often.
Recommended on 2 of 25 prompts (8% recommendation rate).
Engines: OpenAI · 2026-07-01 · Free OpenAI baseline (not comparable to five-engine SoV)
Share of voice
11.1%
Brand recommendation appearances ÷ appearances for brand + tracked competitors (unit: prompt × engine). Denominator 0 shows —.
By engine
- chatgpt11.1%
By topic
- Category0%
- Alternatives16.7%
- Brand50%
- Problem0%
- Mention rate
- 18%
- Recommendation rate
- 8%
- Citation rate (brand)
- 8%
- Avg. list position
- 4.2
Executive summary
Score 28/100: AI rarely names Northloop on buyer prompts and almost never recommends it. CodeRabbit wins the same questions ~3–4× more often.
Recommended on 2 of 25 prompts (8% recommendation rate).
Engines: OpenAI · 2026-07-01 · Free OpenAI baseline (not comparable to five-engine SoV)
Share of voice
11.1%
Brand recommendation appearances ÷ appearances for brand + tracked competitors (unit: prompt × engine). Denominator 0 shows —.
By engine
- chatgpt11.1%
By topic
- Category0%
- Alternatives16.7%
- Brand50%
- Problem0%
- Mention rate
- 18%
- Recommendation rate
- 8%
- Citation rate (brand)
- 8%
- Avg. list position
- 4.2
Prompt-level evidence
Sample of buyer prompts for this fictional brand. Expand a row for the AI answer excerpt and cited sources.
| Buyer prompt | Northloop | Winner | Source | Evidence |
|---|---|---|---|---|
“Best AI code review tools” | Missing | CodeRabbit | G2 | |
“CodeRabbit alternatives” | #4 | Greptile | Product Hunt | |
“Affordable PR review tool” | Recommended | Northloop | northloop.dev | |
“Which tool should I use to review PRs?” | Missing | CodeRabbit | G2 | |
“best AI code review tools for startups” | Missing | CodeRabbit | Product Hunt | |
“Greptile vs CodeRabbit” | Missing | CodeRabbit | G2 | |
“how do I catch bugs before merge without slowing PRs” | Missing | Graphite | docs.github.com | |
“Northloop review” | Mentioned | Northloop | northloop.dev |
Competitor gap
You win on 1 prompts · competitors win on 7 · no clear recommendation on 2. Largest recommendation advantage: CodeRabbit (+50 pp).
| Brand | Mention rate | Recommendation rate |
|---|---|---|
| Northloop (you) | 18% | 8% |
| CodeRabbit | 72% | 58% |
| Greptile | 41% | 29% |
| Graphite | 33% | 18% |
Sources
Domains cited inside AI answers, grouped conservatively by type — not Google SERP results.
Directories cited without your brand site
23 directory/review citation(s) appeared while northloop.dev had only 2 citations.
Competitors are cited more often
Competitor-owned domains were cited more often than northloop.dev.
Brand-owned
- northloop.dev2
Competitor-owned
- coderabbit.ai11
- graphite.dev6
Directories / reviews
- g2.com14
- producthunt.com9
Community
- reddit.com7
Documentation
- docs.github.com5
Recommended actions
Each item answers what to do, which gaps it addresses, why it may help, and how to measure — confidence is evidence-based, not a guarantee.
1. Publish /alternatives/coderabbit with a clear feature comparison table
High evidence
Why: On “best CodeRabbit alternatives” prompts, AI names CodeRabbit and Greptile but almost never Northloop — and the pages cited are competitor comparison posts, not yours.
Competitors winning: CodeRabbit, Greptile
2. Add FAQPage schema to pricing + “how it works” covering buyer objections
High evidence
Why: Problem prompts get narrative answers with no Northloop mention. Structured FAQ content is what AI web-search can lift and cite.
Competitors winning: CodeRabbit
3. Rewrite the Product Hunt listing around category + competitor keywords
Medium evidence
Why: Product Hunt shows up repeatedly in citation sources for this category.
Competitors winning: Graphite, CodeRabbit
4. Ship a public “Northloop vs Greptile” page with pricing and eval criteria
High evidence
Why: ALTERNATIVE prompts for Greptile cite Greptile’s own site and G2.
Competitors winning: Greptile
5. Publish 3 customer stories with measurable review-time outcomes
Medium evidence
Why: When Northloop is mentioned, sentiment is often neutral rather than recommended.
Competitors winning: CodeRabbit
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