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Layers / MLOps / Lifecycle / Pipelines and workflows / bentoml

bentoml

UNCLAIMEDClaim this listing

By bentoml

PIPELINES AND WORKFLOWSINFERENCE APIS

bentoml — The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more. Listed under Pipelines and workflows in the MLOps / Lifecycle layer. 6 of 16 comparison attributes are recorded, each with the page it was read from.

Inference Platform built for speed and control. Deploy any model anywhere, with tailored inference optimization, efficient scaling, and streamlined operations.

4 OF 4 SIGNALS HELD

WebsiteDocsbentoml/BentoML

What it runs on, and what runs on it

1 cited edge
The differentiator

Computed from the stack graph, both directions. Every cited edge links the page it was read from; a vendor-added one links the vendor’s own source — this is the reason to be here rather than on the vendor’s own site.

RUNS ON / INTEGRATES WITH

USED BY

  • nothing recorded

Open-source signals

LICENCE
Apache-2.0
2026-09-21JSON
DOWNLOADS 30D
209,562
LAST COMMIT
not measured

A HOLLOW RING IS UNMEASURED, NOT ZERO · WE DO NOT SUBSTITUTE A PARENT COMPANY’S REPOSITORY FOR A PRODUCT THAT HAS NONE

Price

We hold no price for this product.

This is open-source software: you can run it yourself and the licence costs nothing. If the project also sells a hosted service, we do not yet hold the page it prices it on. If that changes — or if you publish /.well-known/pricing.json — it appears here with a capture date.

How we read prices →

What its categories ask

6 answered · 10 unanswered

16 questions declared by Pipelines and workflows and Inference APIs. Most rows across the directory read like these.

ATTRIBUTEANSWEREVIDENCE · SOURCE
Data residencyanywhere
“Self-hosted Anywhere Deploy on any cloud or on-premises”
2026-10-27
Deploymentboth2026-09-23
KubernetesYes
“On-Prem Kubernetes Bento Cloud Access to cutting-edge GPU hardware without the procurement hassle.”
2026-10-06
LicenceApache-2.02026-09-11JSON
Open sourceYes2026-09-11JSON
Regions0 regions
“Copyright © 2022-2026, bentoml.com Made with Furo”
2026-10-27
Free tierno answer on record
GDPR DPAno answer on record
Git-backedno answer on record
OpenAI-compatible APIno answer on record
Pricing modelno answer on record
Schedulingno answer on record
SOC 2no answer on record
Streamingno answer on record
Structured outputno answer on record
Web UIno answer on record

A ROW WITH NO ANSWER IS NOT A ROW WITH A “NO” · A VENDOR MAY ANSWER A BLANK ONE, MARKED VENDOR CLAIMED WITH ITS SOURCE · A DOCUMENTED VALUE IS DISPUTED, NOT OVERWRITTEN, AND STAYS VISIBLE WHILE WE RE-READ THE SOURCE

Practitioner reviews

Nobody has written one yet.

A review here is structured, not a star: hardware, scale band, what broke in production, and whether you would choose it again.

NO PERCENTAGE IS SHOWN UNDER FIVE REVIEWS · NO STAR RATINGS, EVER

More from bentoml

1 other product from bentoml. Listed under the same organisation record — see the company page.

BentoMLRun any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloudInference / Serving

Also in this category

67 products in Pipelines and workflows. Comparison defaults to within the category — pairing this with a GPU cloud would produce a page that means nothing.

GroqUSED BY 14COMPARE →
ModalUSED BY 14COMPARE →
ReplicateUSED BY 4COMPARE →
Together AIUSED BY 4COMPARE →
Cerebras InferenceUSED BY 3COMPARE →
dagsterUSED BY 2COMPARE →
MetaflowUSED BY 2COMPARE →
PrefectUSED BY 2COMPARE →

USED BY = LISTED PRODUCTS DEPENDING ON IT, IN THIS DIRECTORY

Frequently asked

Is bentoml open source?
Yes — it is listed as open source, and its repository is the source for the activity figures on this page rather than anything the project says about itself.
What does bentoml run on?
Anyscale. Every one of those is an edge we recorded from documentation that states it, not an inference from what the two products have in common.
Does bentoml offer kubernetes?
Yes. Read from their own page: “On-Prem Kubernetes Bento Cloud Access to cutting-edge GPU hardware without the procurement hassle.”.
What does a blank mean on the bentoml page?
That nobody has told us, not that the answer is no. A hollow ring is "no answer on record", which is a different state from a recorded no — and the two look different on purpose. A blank is an absence of evidence, and this page shows how many of its questions are in that state rather than quietly leaving them out.
Where do the bentoml figures come from?
Each one is read from a public page — usually the vendor's own documentation or pricing page — and carries a link to it with the date it was read. Nothing here is estimated, averaged across sources, or inferred from a similar product. If a figure cannot be traced to a page, it is not published.
Can bentoml change what this page says?
They can claim the listing and supply or correct values, which are then labelled as theirs. They cannot remove the page, hide a comparison they are losing, or change a figure somebody else recorded with a source. Nothing on the page is for sale. How the site is paid for is set out under money and independence at /our-data#sec5.
Something here is wrong — how do I fix it?
Dispute the value. Every figure links to the page it was read from, so a dispute names the value and gives a source that contradicts it. That is the only lever anyone has over this page, and it is the same lever for the vendor, a competitor and a reader.
Is this listing run by bentoml?
No. It is built from public sources, and no value on it came from the company. Anyone with an address at bentoml.com can claim it for free. A claim lets the company write the tagline, description and logo, and answer blank questions or add dependencies, each marked as theirs with a source. Prices, licence and OSS figures stay as the directory read them, category changes only through our review, and each can be disputed with a source.

Cite this page

A model that quotes us should quote us correctly. The reading and its date sit inside the citation rather than beside it, because a quotation carrying only a URL goes wrong the week the URL changes.

infratoapp, “bentoml — Pipelines and workflows”, read 27 October 2026. Data residency: anywhere as published at bentoml.com. https://www.infratoapp.com/products/bentoml

What bentoml can and cannot change here

Claiming bentoml lets its admins and editors change the tagline, description, logo, docs link and deployment model of every product that org owns — live, labelled as theirs, and logged. Answers to blank questions and dependencies go live too, marked as the owner’s and sourced; a documented answer cannot be overwritten. Everything else on this page is a stated fact with a dispute route: price, licence and OSS figures. Those columns are ungranted at the database level, so they are not a feature we withheld — they are a write that cannot happen. Name, category, website, pricing page and package names can be changed by the owner only through our review. A dispute never deletes a value; it marks it and publishes the correction.

Claim bentomlFree · email at bentoml.com