--- title: "withsurface.com in the Machine Relations Index" description: "Canonical domain: withsurface.com" canonical: "https://machinerelations.ai/index/domains/withsurface.com" --- # withsurface.com in the Machine Relations Index Canonical URL: https://machinerelations.ai/index/domains/withsurface.com Canonical domain: withsurface.com Source role: Other observed source Release mri_score_v2.1+2026-11-06+4a9cac5e2d8d; methodology mri_score_v2.1; generated 2026-11-06; window 2026-05-10 to 2026-11-06; artifact ccf757103126. withsurface.com appeared as a cited source in 2 of 36,708 monitored answer runs (under 0.01%) from 2026-05-10 to 2026-11-06. ## Overall Evidence - Citation rate: under 0.01% - Cited runs: 2 of 36,708 - Days cited: 2 of 174 - Engine breadth: 1 observed engine (google_ai_mode) - Confidence: Collecting - Standing: Collecting: no rank until it clears the evidence floor ## Observed Segments | Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Standing | |---|---|---|---:|---:|---:|---:|---| | [Sales, GTM & CRM](https://machinerelations.ai/index/categories/sales-gtm-crm) | [Top lists](https://machinerelations.ai/index/categories/sales-gtm-crm/top_list) | published | 2 | 122 | 7 | 1.64% | #130 of 208 | ## Citation History withsurface.com was first cited in a monitored answer run on October 25, 2026, and most recently on November 5, 2026, with cited runs in each of the 2 months from then to this release. The release window opens 2026-05-10, so an earlier citation would not show here. A month's rate is the share of all monitored answer runs that month that cited this domain. The latest month is still collecting. | Month | Cited runs | Observed runs | Rate | |---|---:|---:|---:| | October 2026 | 1 | 16,496 | 0.01% | | November 2026 (to 2026-11-06) | 1 | 2,225 | 0.04% | ## By Answer Engine An engine's rate is its cited runs over every monitored run that engine answered in the window. Engines answer different numbers of runs, so compare rates, not counts. | Engine | Cited runs | Engine's observed runs | Rate | |---|---:|---:|---:| | [Google AI Mode](https://machinerelations.ai/index/engines/google_ai_mode) | 2 | 2,129 | 0.09% | | [ChatGPT](https://machinerelations.ai/index/engines/chatgpt) | 0 | 8,667 | 0.00% | | [Claude](https://machinerelations.ai/index/engines/claude) | 0 | 8,706 | 0.00% | | [Gemini](https://machinerelations.ai/index/engines/gemini) | 0 | 7,110 | 0.00% | | [Google AI Overviews](https://machinerelations.ai/index/engines/google_ai_overviews) | 0 | 1,310 | 0.00% | | [Perplexity](https://machinerelations.ai/index/engines/perplexity) | 0 | 8,786 | 0.00% | Since August 31, 2026, withsurface.com is cited in 2 of 923 observed Google AI Mode runs (0.22%). Google AI Mode's collection changed between August 10, 2026 and August 30, 2026, so its row above pools both sides of the change. ## Peers withsurface.com holds its best segment rank, #130 of 208, in Sales, GTM & CRM / Top lists, at 1.64%. 39 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. Leaderboard: https://machinerelations.ai/index/categories/sales-gtm-crm/top_list | Rank | Source | Source role | Segment citation rate | Against this source | |---|---|---|---:|---| | #88 of 208 | [thunderbit.com](https://machinerelations.ai/index/domains/thunderbit.com) | Other observed source | 2.46% | +0.82 pts | | #89 of 208 | [tofuhq.com](https://machinerelations.ai/index/domains/tofuhq.com) | Other observed source | 2.46% | +0.82 pts | | #90 of 208 | [toolradar.com](https://machinerelations.ai/index/domains/toolradar.com) | Other observed source | 2.46% | +0.82 pts | | #129 of 208 | [upliftgtm.com](https://machinerelations.ai/index/domains/upliftgtm.com) | Other observed source | 1.64% | Same rate | | #131 of 208 | [woodpecker.co](https://machinerelations.ai/index/domains/woodpecker.co) | Other observed source | 1.64% | Same rate | | #202 of 208 | [thegtmadvisor.com](https://machinerelations.ai/index/domains/thegtmadvisor.com) | Other observed source | 0.82% | -0.82 pts | | #203 of 208 | [topaihubs.com](https://machinerelations.ai/index/domains/topaihubs.com) | Other observed source | 0.82% | -0.82 pts | | #204 of 208 | [uplead.com](https://machinerelations.ai/index/domains/uplead.com) | Other observed source | 0.82% | -0.82 pts | ## Citation Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. withsurface.com, under 0.01% citation rate, 2 of 36,708 monitored answer runs, 2026-05-10 to 2026-11-06. Release mri_score_v2.1+2026-11-06+4a9cac5e2d8d. https://machinerelations.ai/index/domains/withsurface.com. CC BY 4.0. APA Parrott, J. (2026). withsurface.com in the Machine Relations Index (Version mri_score_v2.1+2026-11-06+4a9cac5e2d8d) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/withsurface.com https://doi.org/10.5281/zenodo.23652423 BibTeX ```bibtex @misc{parrott2026mriwithsurfacecom, author = {Parrott, Jaxon}, title = {withsurface.com in the Machine Relations Index}, year = {2026}, version = {mri\_score\_v2.1+2026-11-06+4a9cac5e2d8d}, publisher = {Machine Relations Research}, url = {https://machinerelations.ai/index/domains/withsurface.com}, doi = {10.5281/zenodo.23652423}, license = {CC-BY-4.0}, note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai} } ``` DOI: https://doi.org/10.5281/zenodo.23652423 Citation file: https://machinerelations.ai/CITATION.cff ## Badge Badge image: https://machinerelations.ai/index/domains/withsurface.com/badge.svg [![withsurface.com in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 36,708 runs), Nov 6, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/withsurface.com/badge.svg)](https://machinerelations.ai/index/domains/withsurface.com) Put this badge on your site to show how often AI answers cite it. It links to this profile and updates with every new release; if a later release no longer includes this domain, the badge stops loading. To keep today's numbers fixed, save the SVG and host it yourself. ## Use the data The public JSON is https://machinerelations.ai/data/machine-relations-index.json. The release manifest is https://machinerelations.ai/data/mri-release-manifest.json. The domain CSV is https://huggingface.co/datasets/machine-relations/machine-relations-index/resolve/main/domains.csv. The Zenodo concept DOI is https://doi.org/10.5281/zenodo.23652423. ```bash curl -fsSL "https://machinerelations.ai/data/machine-relations-index.json" -o machine-relations-index.json curl -fsSL "https://machinerelations.ai/data/mri-release-manifest.json" -o mri-release-manifest.json curl -fsSL "https://huggingface.co/datasets/machine-relations/machine-relations-index/resolve/main/domains.csv" -o domains.csv curl -fsSL -L "https://doi.org/10.5281/zenodo.23652423" -o mri-zenodo.html ``` ```python import json from urllib.request import urlopen index_url = "https://machinerelations.ai/data/machine-relations-index.json" with urlopen(index_url) as response: index = json.load(response) print(index["generated"], index["total_domains"]) ``` ## Public Boundary 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; it does not measure all AI answers, recommendation quality, website traffic, or commercial performance. A citation does not prove source support, and MRI confidence is not an Answer-Source Fidelity grade. ## Related Sources - [Machine Relations Index](https://machinerelations.ai/index) - [Public JSON artifact](https://machinerelations.ai/data/machine-relations-index.json) - [Release manifest](https://machinerelations.ai/data/mri-release-manifest.json)