2 cited runs of 36,189 observed answer runs.
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.
Days with a citation, of the days observed in the current release window.
ChatGPT. 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: 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.
| Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Rank population | Badge |
|---|---|---|---|---|---|---|---|---|
| AI Security & Privacy | Best tools | Published | 2 | 298 | 13 | 0.67% | #191 of 448 | Badge |
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.
| Month | Cited runs | Observed runs | Rate |
|---|---|---|---|
| September 2026 | 1 | 4,971 | 0.02% |
| October 2026 | 1 | 16,496 | 0.01% |
| November 2026 (to November 5, 2026) | 0 | 1,706 | 0.00% |
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.
| Engine | Cited runs | Engine’s observed runs | Rate |
|---|---|---|---|
| ChatGPT | 2 | 8,545 | 0.02% |
| Claude | 0 | 8,583 | 0.00% |
| Gemini | 0 | 6,987 | 0.00% |
| Google AI Mode | 0 | 2,114 | 0.00% |
| Google AI Overviews | 0 | 1,297 | 0.00% |
| Perplexity | 0 | 8,663 | 0.00% |
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.
| Rank | Source | Source role | Segment citation rate | Against this source |
|---|---|---|---|---|
| #142 of 448 | deepread.tech | Other observed source | 1.01% | +0.34 pts |
| #143 of 448 | eliteai.tools | Other observed source | 1.01% | +0.34 pts |
| #144 of 448 | ertas.ai | Other observed source | 1.01% | +0.34 pts |
| #187 of 448 | cognitech.systems | Other observed source | 0.67% | Same rate |
| #192 of 448 | edgelabs.ai | Other observed source | 0.67% | Same rate |
| #306 of 448 | deepgram.com | Other observed source | 0.34% | -0.33 pts |
| #307 of 448 | deloitte.com | Analyst and consulting research | 0.34% | -0.33 pts |
| #308 of 448 | diva-portal.org | Other observed source | 0.34% | -0.33 pts |
Cite this
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.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@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}
}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.htmlimport 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.
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
[](https://machinerelations.ai/index/domains/deltallm.io)