# BentoML - **Canonical URI:** https://www.vioscale.ai/software/bentoml - **Category:** MLOps & LLMOps Tools - **Homepage:** https://www.bentoml.com - **Also known as:** bentoml - **Profile claimed by vendor:** no - **Last updated:** 2026-08-26T19:14:51.926Z ## Vioscale score **58.1 / 100**, confidence 43% (low). Computed 2026-09-01. _(updating — computed under an earlier model version or past its freshness window.)_ Composite of weighted, independently-sourced signals (no user reviews, no vendor payment). | Signal | Score | Weight | Contribution | Evidence present | |---|--:|--:|--:|:--:| | price_level | 80 | 0.052 | 4.2 | ✓ | | reliability | 50 | 0.063 | 3.2 | ✓ | | capabilities | 100 | 0.09244444444444444 | 9.2 | ✓ | | repo_stars | 74.4 | 0.026 | 1.9 | ✓ | | integrations | 0 | 0.094 | 0 | - | | dependent_projects | 45 | 0.063 | 2.8 | ✓ | | dev_activity | 19 | 0.094 | 1.8 | ✓ | | release_cadence | 93.3 | 0.052 | 4.9 | ✓ | | security_posture | 0 | 0.063 | 0 | - | | package_downloads | 0 | 0.136 | 0 | - | | security_score | 70 | 0.042 | 2.9 | ✓ | | pricing_transparency | 25 | 0.084 | 2.1 | ✓ | | community_qa_activity | 0 | 0.063 | 0 | - | ## Pricing _As of 2026-08-21, [verify at source](https://www.bentoml.com). Independently observed._ Hybrid · Free tier ## About An open-source framework for packaging, deploying, and managing AI model inference at scale, supporting any model architecture or framework with options for cloud or on-premises deployment. _Independently observed._ ## Platform & deployment - **Deployment:** Cloud / SaaS, Hybrid, On-premise, Self-hosted ## Capabilities _The capabilities that matter for MLOps & LLMOps Tools. "-" = undocumented, not absent._ | Capability | Supported | |---|:--:| | **Core** | | | Tool role | End-to-end ML platform | | **Deployment** | | | Self-hostable / OSS core | ✓ | | Managed cloud available | ✓ | | **Observability** | | | LLM tracing / observability | ✓ | | Evaluation (offline / LLM-judge / human) | - | | **Dev** | | | Prompt management + versioning | - | | **Tracking** | | | Experiment tracking / model registry | - | | **Serving** | | | Model serving / inference endpoint | ✓ | | **Interop** | | | OpenTelemetry / OpenLLMetry compatible | - | | **Gateway** | | | Multi-provider model support | ✓ | | **Interop** | | | Framework-agnostic | ✓ | | **Data** | | | No-train-on-customer-data guarantee | - | | **Deployment** | | | On-prem / VPC deployment | ✓ | ## Release history | Version | Date | Type | |---|---|---| | [v1.4.39](https://github.com/bentoml/BentoML/releases/tag/v1.4.39) | 2026-05-07 | stable | | [v1.4.38](https://github.com/bentoml/BentoML/releases/tag/v1.4.38) | 2026-04-02 | stable | | [v1.4.37](https://github.com/bentoml/BentoML/releases/tag/v1.4.37) | 2026-03-25 | stable | | [v1.4.36](https://github.com/bentoml/BentoML/releases/tag/v1.4.36) | 2026-03-06 | stable | | [v1.4.35](https://github.com/bentoml/BentoML/releases/tag/v1.4.35) | 2026-02-03 | stable | | [v1.4.34](https://github.com/bentoml/BentoML/releases/tag/v1.4.34) | 2026-01-26 | stable | | [v1.4.33](https://github.com/bentoml/BentoML/releases/tag/v1.4.33) | 2026-01-12 | stable | | [v1.4.32](https://github.com/bentoml/BentoML/releases/tag/v1.4.32) | 2026-01-09 | stable | | [v1.4.31](https://github.com/bentoml/BentoML/releases/tag/v1.4.31) | 2025-12-23 | stable | | [v1.4.30](https://github.com/bentoml/BentoML/releases/tag/v1.4.30) | 2025-11-27 | stable | | [v1.4.29](https://github.com/bentoml/BentoML/releases/tag/v1.4.29) | 2025-11-17 | stable | | [v1.4.28](https://github.com/bentoml/BentoML/releases/tag/v1.4.28) | 2025-10-29 | stable | | [v1.4.27](https://github.com/bentoml/BentoML/releases/tag/v1.4.27) | 2025-10-20 | stable | | [v1.4.26](https://github.com/bentoml/BentoML/releases/tag/v1.4.26) | 2025-10-10 | stable | | [v1.4.25](https://github.com/bentoml/BentoML/releases/tag/v1.4.25) | 2025-09-24 | stable | _… and 5 earlier release(s)._ ## Security & compliance Known vulnerabilities: 16 (8 in the last 12 months), max severity CRITICAL ([source](https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=bentoml&per_page=100)). A count reflects scale and disclosure, not quality. ## Facts Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule. ### language | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | language.primary | Python | [link](https://github.com/bentoml/bentoml) | 2026-08-26 | 90% (high) | ### license | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | license.spdx | Apache-2.0 | [link](https://github.com/bentoml/bentoml) | 2026-08-26 | 95% (high) | ### release | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | release.cadence_days | 12 | [link](https://github.com/bentoml/bentoml/releases) | 2026-08-26 | 70% (medium) | ### reliability | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | reliability.status_page | yes | [link](https://status.bentoml.com) | 2026-08-03 | 60% (medium) | ### pricing | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | pricing.free_tier | yes | [link](https://www.bentoml.com) | 2026-08-21 | 60% (medium) | | pricing.price_level | low | [link](https://www.bentoml.com) | 2026-08-21 | 60% (medium) | | pricing.model | commercial | [link](https://www.bentoml.com) | 2026-08-26 | 40% (low) | ### activity | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | activity.commits_last_30d | 3 | [link](https://github.com/bentoml/bentoml/pulse) | 2026-08-26 | 65% (medium) | ### adoption | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | adoption.dependent_repos | 499 | [link](https://packages.ecosyste.ms/api/v1/packages/lookup?repository_url=https%3A%2F%2Fgithub.com%2Fbentoml%2Fbentoml) | 2026-08-26 | 85% (high) | | adoption.github_stars | 8,807 | [link](https://github.com/bentoml/bentoml) | 2026-08-26 | 90% (high) | ### security | Attribute | Value | Source | Retrieved | Confidence | |---|---|---|---|---| | security.scorecard | 7 | [link](https://api.securityscorecards.dev/projects/github.com/bentoml/bentoml) | 2026-08-26 | 90% (high) | | security.vulnerabilities | `{"count":16,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=bentoml&per_page=100","last_12m":8,"max_severity":"CRITICAL"}` | [link](https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=bentoml&per_page=100) | 2026-08-26 | 90% (high) | --- *Source: Vioscale (https://www.vioscale.ai/software/bentoml). Independent, evidence-based software intelligence. Cite the canonical URI.*