Machine Relations Index

Source domain profile · Other observed source

deltallm.io in the Machine Relations Index

deltallm.io appeared as a cited source in 2 of 36,189 monitored answer runs (under 0.01%) from May 10, 2026 to November 5, 2026.

Self-description

How the site describes itself

DeltaLLM is a self-hosted AI gateway for platform teams that need one OpenAI-compatible API for routing, virtual keys, guardrails, spend tracking, and MCP tools.

deltallm.io describes itself this way in the description tag on its homepage, read on October 30, 2026. It is the source's own wording, quoted as found, not a finding of this Index.

Citation rateunder 0.01%

2 cited runs of 36,189 observed answer runs.

Days cited2/173

Days with a citation, of the days observed in the current release window.

Engine breadth1

ChatGPT. This is an observed-engine list, not a per-engine rate.

ConfidenceCollecting

MRI confidence is not an Answer-Source Fidelity grade.

Standing

Population ranks from the public release

Public standing
Collecting: no rank until it clears the evidence floor
Full universe
Not ranked in this release
Source role population
Not ranked in this release
Evidence-qualified source role
Not ranked in this release

Segment evidence

Observed category and question-shape rows

Segment rates use that category and question shape only. A row still collecting shows how many runs have been measured. A dash means no measured runs yet.

CategoryQuestion shapeStateCited runsObserved runsRun datesRateRank populationBadge
AI Security & PrivacyBest toolsPublished2298130.67%#191 of 448Badge

Published segments: 1. Collecting segments: 0.

Citation history

Cited runs month by month

deltallm.io was first cited in a monitored answer run on September 27, 2026, and most recently on October 4, 2026, with cited runs in 2 of the 3 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.

MonthCited runsObserved runsRate
September 202614,9710.02%
October 2026116,4960.01%
November 2026 (to November 5, 2026)01,7060.00%

By answer engine

Which engines cite deltallm.io

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.

EngineCited runsEngine’s observed runsRate
ChatGPT28,5450.02%
Claude08,5830.00%
Gemini06,9870.00%
Google AI Mode02,1140.00%
Google AI Overviews01,2970.00%
Perplexity08,6630.00%

Since August 31, 2026, deltallm.io is cited in none of 908 observed Google AI Mode runs. 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

Nearest sources on AI Security & Privacy / Best tools

deltallm.io holds its best segment rank, #191 of 448, in AI Security & Privacy / Best tools, at 0.67%. 86 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.

RankSourceSource roleSegment citation rateAgainst this source
#142 of 448deepread.techOther observed source1.01%+0.34 pts
#143 of 448eliteai.toolsOther observed source1.01%+0.34 pts
#144 of 448ertas.aiOther observed source1.01%+0.34 pts
#187 of 448cognitech.systemsOther observed source0.67%Same rate
#192 of 448edgelabs.aiOther observed source0.67%Same rate
#306 of 448deepgram.comOther observed source0.34%-0.33 pts
#307 of 448deloitte.comAnalyst and consulting research0.34%-0.33 pts
#308 of 448diva-portal.orgOther observed source0.34%-0.33 pts
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. deltallm.io, under 0.01% citation rate, 2 of 36,189 monitored answer runs, 2026-05-10 to 2026-11-05. Release mri_score_v2.1+2026-11-05+66c560c07279. https://machinerelations.ai/index/domains/deltallm.io. CC BY 4.0.
APA
Parrott, J. (2026). deltallm.io in the Machine Relations Index (Version mri_score_v2.1+2026-11-05+66c560c07279) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/deltallm.io https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrideltallmio,
  author = {Parrott, Jaxon},
  title = {deltallm.io in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-05+66c560c07279},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/domains/deltallm.io},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this profile measures

Published November 5, 2026. The observation window runs May 10, 2026 to November 5, 2026. Methodology v2.1.

Use the data
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
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"])

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

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.

deltallm.io in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 36,189 runs), Nov 5, 2026 release. Machine Relations Research.

HTML

<a href="https://machinerelations.ai/index/domains/deltallm.io"><img src="https://machinerelations.ai/index/domains/deltallm.io/badge.svg" alt="deltallm.io in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 36,189 runs), Nov 5, 2026 release. Machine Relations Research." width="385" height="64"></a>

Markdown

[![deltallm.io in the Machine Relations Index: cited in under 0.01% of monitored AI answers (2 of 36,189 runs), Nov 5, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/deltallm.io/badge.svg)](https://machinerelations.ai/index/domains/deltallm.io)