14 cited runs of 28,201 observed answer runs.
Machine Relations IndexCitation rate0.05% Days observed5/157 Engine breadth3 ConfidenceCollecting
Source domain profile · Other observed source
Geotoolbox.ai in the Machine Relations Index
geotoolbox.ai appeared as a cited source in 14 of 28,201 monitored answer runs (0.05%) from 2026-05-10 to 2026-10-20.
Days cited and days observed in the current release window.
gemini, google_ai_mode, perplexity. This is an observed-engine list, not a per-engine rate.
MRI confidence is not an Answer-Source Fidelity grade.
Standing
Population ranks from the public release
- Public standing
- collecting · 0.05% across 14/28,201 observed runs
- Full universe
- Producer rank unavailable
- Source role population
- Producer rank unavailable
- Evidence-qualified source role
- Producer rank unavailable
Segment evidence
Observed category and question-shape rows
Segment rates use the exact category/question-shape denominator. Collecting rows show sample progress only; null or missing rates are not rendered as 0%.
| Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Rank population | Badge |
|---|---|---|---|---|---|---|---|---|
| AI Visibility & GEO | Best tools | Published | 2 | 232 | 11 | 0.86% | #225 of 558 | Badge |
| AI Visibility & GEO | How buyers choose | Published | 5 | 230 | 11 | 2.17% | #70 of 650 | Badge |
| AI Visibility & GEO | Is it worth it | Published | 2 | 254 | 11 | 0.79% | #227 of 648 | Badge |
| AI Visibility & GEO | Top lists | Published | 1 | 190 | 11 | 0.53% | #492 of 763 | Badge |
| AI Visibility & GEO | Comparisons | Published | 4 | 250 | 11 | 1.60% | #78 of 538 | Badge |
Published segments: 5. Collecting segments: 0.
Peers
Nearest sources on AI Visibility & GEO / How buyers choose
Geotoolbox.ai holds its best segment rank, #70 of 650, in AI Visibility & GEO / How buyers choose, at 2.17%. 19 sources on that leaderboard share that rate, and their order inside the tie is not a measured difference. Listed here: the nearest sources cited more and less often than it, and the sources beside it that share this best segment. Full leaderboard.
| Rank | Source | Source role | Segment citation rate | Against this source |
|---|---|---|---|---|
| #52 of 650 | Genixly.io | Other observed source | 2.61% | +0.44 pts |
| #53 of 650 | Geosoftwarerankings.com | Other observed source | 2.61% | +0.44 pts |
| #54 of 650 | Getgeology.com | Other observed source | 2.61% | +0.44 pts |
| #69 of 650 | Carto.com | Other observed source | 2.17% | Same rate |
| #73 of 650 | Nogood.io | Vendor-owned source | 2.17% | Same rate |
| #92 of 650 | Geoscout.pro | Other observed source | 1.74% | -0.43 pts |
| #93 of 650 | Getpassionfruit.com | Vendor-owned source | 1.74% | -0.43 pts |
| #94 of 650 | Helloretail.com | Other observed source | 1.74% | -0.43 pts |
Release and boundary
How to cite this profile
Geotoolbox.ai (geotoolbox.ai), 0.05% citation rate, 14 of 28,201 monitored answer runs, 2026-05-10 to 2026-10-20, mri_score_v2.1, mri_score_v2.1+2026-10-20+bf82d9d98978, https://machinerelations.ai/index/domains/geotoolbox.ai.
Release mri_score_v2.1+2026-10-20+bf82d9d98978; methodology mri_score_v2.1; generated 2026-10-20; window 2026-05-10 to 2026-10-20; artifact bf82d9d98978.
The public dataset reports citation rates, rankings, and evidence counts. It excludes internal query identifiers, raw cited URLs, and answer-engine provider payloads. MRI measures observed root-domain citations in monitored prompts, not all AI answers, recommendation quality, web traffic or commercial performance. A citation is not source support.
Embed
Embed this profile’s badge
The link goes to this profile, the alt text is the citation above, and the badge is live: it always shows the current release, so it changes when the release changes and returns 404 if this domain leaves the released population. The embedder decides the link’s rel attribute. To keep a fixed image, download the SVG.
HTML
<a href="https://machinerelations.ai/index/domains/geotoolbox.ai"><img src="https://machinerelations.ai/index/domains/geotoolbox.ai/badge.svg" alt="Geotoolbox.ai (geotoolbox.ai), 0.05% citation rate, 14 of 28,201 monitored answer runs, 2026-05-10 to 2026-10-20, mri_score_v2.1, mri_score_v2.1+2026-10-20+bf82d9d98978, https://machinerelations.ai/index/domains/geotoolbox.ai." width="501" height="64"></a>Markdown
[](https://machinerelations.ai/index/domains/geotoolbox.ai)