AI Visibility Rankings · AI

Model serving platforms: AI search visibility ranking (2026)

How AI search engines rank model serving platforms by visibility and citations. 19 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Model serving platforms used to deploy, scale, version, and monitor ML and LLM inference workloads in production. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 19, 2026

Avg visibility across category

Avg citation rate

19/19

Brands successfully audited

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At a glance

Category leader BentoML 25% visibility · named in 2 of 8 AI answers

Most cited brand TrueFoundry 38% citation rate · the AI's most-trusted source brand in model serving platforms

Top cited domain youtube.com Referenced by AI across the model serving platforms query set — the highest-leverage PR target in this category

Visibility spread 25pp Gap between top and bottom of the ranking · 15 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

BentoML leads the model serving platforms category with a visibility score of 25.0%, more than double the next ranked brands, Runpod and Modal, which both sit at 12.5%. The category average visibility is just 3.3%, making BentoML's position a substantial outlier. Its composite score of 21.2 compares to 12.5 for Runpod and Modal, meaning the gap at the top is real and not an artefact of citation weighting. Six of the top ten ranked brands hold zero visibility.

TrueFoundry presents the sharpest divergence between citation and visibility in this dataset. It holds a 37.5% citation rate, the highest of any brand, yet records 0.0% visibility, resulting in a composite score of 11.2. Hugging Face shows the inverse pattern: 12.5% visibility but 0.0% citation. This means Google AI Mode references TrueFoundry as a source without naming it in answers, while Hugging Face appears in answers but is not being pulled as a cited source.

Google AI Mode is the top engine for every brand in this dataset without exception, indicating the audit is effectively a single-engine picture. Among the top cited sources in the category, youtube.com and reddit.com appear alongside brand domains including truefoundry.com, runpod.io, and github.com. The presence of sourceforge.net and siliconflow.com in the cited sources list suggests AI Mode is drawing on a wider range of third-party directories and regional platforms, not just primary brand or documentation pages.

Movers & shakers since last refresh

Biggest visibility risers

BentoML 0% → 25% · rank #0 → #1
+25pp
Runpod 0% → 12% · rank #0 → #2
+12pp
Modal 0% → 12% · rank #0 → #3
+12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	BentoML bentoml.com	25%	12%	Google AI Mode
BentoML's 25.0% visibility is 7.6 times the category average of 3.3%, and its 12.5% citation rate matches the two brands directly below it.
2	Runpod runpod.io	12%	12%	Google AI Mode
Runpod ties Modal on both visibility (12.5%) and citation (12.5%), and its domain appears directly in the top cited sources list, reinforcing its balanced AI Mode presence.
3	Modal modal.com	12%	12%	Google AI Mode
Modal matches Runpod exactly at 12.5% visibility and 12.5% citation, but unlike Runpod its domain does not appear in the top cited sources list, suggesting weaker third-party referencing.
4	TrueFoundry truefoundry.com	0%	38%	Google AI Mode
TrueFoundry's 37.5% citation rate is the highest in the category, yet its 0.0% visibility means AI Mode cites it as a source without surfacing it in named brand answers.
5	Hugging Face huggingface.co	12%	0%	Google AI Mode
Hugging Face achieves 12.5% visibility but records 0.0% citation, a clean inversion of TrueFoundry's pattern and the only brand in the top five with that specific combination.
6	KServe kserve.github.io	0%	0%	Google AI Mode
7	Seldon seldon.io	0%	0%	Google AI Mode
8	Anyscale anyscale.com	0%	0%	Google AI Mode
9	Baseten baseten.co	0%	0%	Google AI Mode
10	Replicate replicate.com	0%	0%	Google AI Mode
11	Google Vertex AI cloud.google.com	0%	0%	Google AI Mode
12	Amazon SageMaker aws.amazon.com	0%	0%	Google AI Mode
13	Azure AI Foundry azure.microsoft.com	0%	0%	Google AI Mode
14	Together AI together.ai	0%	0%	Google AI Mode
15	Lepton AI lepton.ai	0%	0%	Google AI Mode
16	Predibase predibase.com	0%	0%	Google AI Mode
17	Databricks databricks.com	0%	0%	Google AI Mode
18	OctoAI octo.ai	0%	0%	Google AI Mode
19	Cerebrium cerebrium.ai	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on model serving platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.

youtube.comsiliconflow.comtruefoundry.comreddit.comgithub.comsourceforge.netdomo.comrunpod.io

How to read this ranking

Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.

Visibility = being named

A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.

Citation rate = being trusted

Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.

Top engine differs by brand

The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.

Rankings move month to month

AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.

Get your own model serving platforms brand audited

The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.

Audit your model serving platforms brand → Browse all rankings Methodology →

Frequently asked about model serving platforms AI visibility

Who leads AI visibility in model serving platforms?

BentoML leads with 25.0% visibility, more than double Runpod and Modal at 12.5% each, and far above the category average of 3.3%. Its composite score of 21.2 is the highest in the dataset.

Which model serving platform is cited most often by Google AI Mode even though it rarely appears by name?

TrueFoundry holds a 37.5% citation rate, the highest in the category, but records 0.0% visibility, meaning AI Mode uses its content as a source without surfacing it as a named recommendation.

What sources does AI cite most for model serving platform research?

The top cited sources include youtube.com, reddit.com, github.com, truefoundry.com, and runpod.io, alongside less expected sources such as siliconflow.com and sourceforge.net.

How concentrated is AI visibility in this category?

Visibility is heavily concentrated: only five of the nineteen brands in the dataset register any visibility above zero, and six of the top ten ranked brands score 0.0% on both visibility and citation.

Which engine dominates AI coverage for model serving platforms?

Google AI Mode is listed as the top engine for every brand in the dataset without exception, making this an effectively single-engine category in the current audit.

Is there a brand in model serving platforms with high visibility but no citation presence?

Hugging Face achieves 12.5% visibility while recording 0.0% citation, the only top-five brand showing this pattern and a direct contrast to TrueFoundry's high citation but zero visibility profile.