30 cited runs of 25,826 observed answer runs.
Machine Relations IndexCitation rate0.12% Days observed12/152 Engine breadth2 ConfidenceC
Source domain profile · Other observed source
Nerdbot.com in the Machine Relations Index
nerdbot.com appeared as a cited source in 30 of 25,826 monitored answer runs (0.12%) from 2026-05-10 to 2026-10-15.
Days cited and days observed in the current release window.
claude, 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
- #805 of 31,063 observed domains
- Full universe
- #805 of 31,063
- Source role population
- #436 of 26,696
- Evidence-qualified source role
- #436 of 446
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 Infrastructure | Problem-first research | Published | 1 | 195 | 10 | 0.51% | #287 of 389 | Badge |
| AI Visibility & GEO | Best tools | Published | 2 | 202 | 10 | 0.99% | #224 of 517 | Badge |
| AI Visibility & GEO | How buyers choose | Published | 7 | 200 | 10 | 3.50% | #40 of 619 | Badge |
| AI Visibility & GEO | Is it worth it | Published | 1 | 224 | 10 | 0.45% | #474 of 612 | Badge |
| AI Visibility & GEO | Problem-first research | Published | 2 | 220 | 10 | 0.91% | #179 of 603 | Badge |
| AI Visibility & GEO | Top lists | Published | 4 | 160 | 10 | 2.50% | #91 of 706 | Badge |
| Consumer Health | Best tools | Published | 1 | 221 | 10 | 0.45% | #314 of 406 | Badge |
| Consumer Health | How buyers choose | Published | 1 | 219 | 10 | 0.46% | #351 of 441 | Badge |
| Emergent Prosumer | Best tools | Published | 3 | 174 | 10 | 1.72% | #116 of 375 | Badge |
| HR & Talent | Comparisons | Published | 1 | 157 | 9 | 0.64% | #186 of 220 | Badge |
| iGaming & Betting | Best tools | Published | 2 | 157 | 9 | 1.27% | #136 of 245 | Badge |
| Local Services | How buyers choose | Published | 1 | 104 | 7 | 0.96% | #166 of 198 | Badge |
| Logistics & Freight | Best tools | Published | 2 | 107 | 7 | 1.87% | #99 of 213 | Badge |
| Martech & Advertising | Best tools | Collecting observations | 1 | 64 | 3 | Unavailable | No mature rank | Unavailable |
| Martech & Advertising | How buyers choose | Collecting observations | 1 | 65 | 4 | Unavailable | No mature rank | Unavailable |
Published segments: 13. Collecting segments: 2.
Peers
Nearest sources on AI Visibility & GEO / How buyers choose
Nerdbot.com holds its best segment rank, #40 of 619, in AI Visibility & GEO / How buyers choose. These sources rank nearest to it on that leaderboard. Full leaderboard.
| Rank | Source | Source role | Segment citation rate |
|---|---|---|---|
| #36 of 619 | Dev.to | Community and social platform | 3.50% |
| #37 of 619 | Geovector.ai | Other observed source | 3.50% |
| #38 of 619 | Kubnalbridge.com | Other observed source | 3.50% |
| #39 of 619 | Metehan.ai | Other observed source | 3.50% |
| #41 of 619 | Scrunch.com | Other observed source | 3.50% |
| #42 of 619 | Sitepoint.com | Other observed source | 3.50% |
| #43 of 619 | Ayzeo.com | Other observed source | 3.00% |
| #44 of 619 | Birdeye.com | Vendor-owned source | 3.00% |
Release and boundary
How to cite this profile
Nerdbot.com (nerdbot.com), 0.12% citation rate, 30 of 25,826 monitored answer runs, 2026-05-10 to 2026-10-15, mri_score_v2.1, mri_score_v2.1+2026-10-15+d0dabb90d4d0, https://machinerelations.ai/index/domains/nerdbot.com.
Release mri_score_v2.1+2026-10-15+d0dabb90d4d0; methodology mri_score_v2.1; generated 2026-10-15; window 2026-05-10 to 2026-10-15; artifact d0dabb90d4d0.
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/nerdbot.com"><img src="https://machinerelations.ai/index/domains/nerdbot.com/badge.svg" alt="Nerdbot.com (nerdbot.com), 0.12% citation rate, 30 of 25,826 monitored answer runs, 2026-05-10 to 2026-10-15, mri_score_v2.1, mri_score_v2.1+2026-10-15+d0dabb90d4d0, https://machinerelations.ai/index/domains/nerdbot.com." width="495" height="64"></a>Markdown
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