--- title: "budgetml vs glide" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ebhy-budgetml-vs-einstack-glide" tools: ["ebhy-budgetml", "einstack-glide"] --- # budgetml vs glide *GraphCanon updated Aug 2, 2026* ## Verdict Pick budgetml if budgetML is a Python library that leverages Google Cloud Preemptible instances to decrease the cost of deploying machine learning models for inference; pick glide if glide is an open-source Gateway tool built with Go for deploying and managing generative AI applications. [budgetml](https://github.com/ebhy/budgetml) reports 1.3k GitHub stars, 65 forks, and 4 open issues, last pushed Feb 12, 2024. [glide](https://docs.einstack.ai/glide/) has 159 stars, 26 forks, and 68 open issues, last pushed Aug 12, 2024. Figures are from public GitHub metadata via [budgetml's repository](https://github.com/ebhy/budgetml) and [glide's repository](https://github.com/EinStack/glide). | | [budgetml](/tools/ebhy-budgetml.md) | [glide](/tools/einstack-glide.md) | | --- | --- | --- | | Tagline | Deploys ML inference service economically | A fast, simple model gateway for rapid development of production GenAI apps | | Stars | 1,343 | 159 | | Forks | 65 | 26 | | Open issues | 4 | 68 | | Language | Python | Go | | Adopt for | BudgetML is a Python library that leverages Google Cloud Preemptible instances to decrease the cost of deploying machine learning models for inference. | Glide is an open-source Gateway tool built with Go for deploying and managing generative AI applications. | | Persona | - | - | | Runtime | - | - | | License | The tool is distributed under the Apache-2.0 license, allowing for free use in both open source and commercial projects. | Glide operates under the Apache-2.0 license. | | Categories | Inference & Serving | Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [budgetml](/tools/ebhy-budgetml.md) | [glide](/tools/einstack-glide.md) | | --- | --- | --- | | Days since push | 901d | 719d | | Open issues (now) | 4 | 68 | | Full report | [trust report](/tools/ebhy-budgetml/trust.md) | [trust report](/tools/einstack-glide/trust.md) | ## Decision facts: budgetml - **Pricing:** freemium - Free to use, but users will incur costs based on their usage of Google Cloud Preemptible instances. - **Requirements:** Requires a working Python environment and access to Google Cloud services to deploy on Preemptible VMs; The library is available via PyPI or can be installed directly from GitHub for the latest features, at users' own risk - **Adopt for:** BudgetML is a Python library that leverages Google Cloud Preemptible instances to decrease the cost of deploying machine learning models for inference. - **License detail:** The tool is distributed under the Apache-2.0 license, allowing for free use in both open source and commercial projects. ## Decision facts: glide - **Hosting:** self hosted - A self-hosted gateway that requires Docker for setting up and managing environments across different OS images. - **Pricing:** freemium - Free to use and open-source under the Apache-2.0 license, but additional cost might be incurred based on infrastructure where Glide is deployed. - **Adopt for:** Glide is an open-source Gateway tool built with Go for deploying and managing generative AI applications. - **License detail:** Glide operates under the Apache-2.0 license. ## Choose when ### Choose budgetml if… - budgetml is primarily Python; glide is Go. - Pricing: Free to use, but users will incur costs based on their usage of Google Cloud Preemptible instances.. - Requirements: Requires a working Python environment and access to Google Cloud services to deploy on Preemptible VMs; The library is available via PyPI or can be installed directly from GitHub for the latest features, at users' own risk. - Tags unique to budgetml: api, data-science, deployment, fastapi. - When you are looking to reduce costs significantly and have flexibility in your deployment schedule, since Preemptible instances can be interrupted ### Choose glide if… - glide is primarily Go; budgetml is Python. - A self-hosted gateway that requires Docker for setting up and managing environments across different OS images. - Pricing: Free to use and open-source under the Apache-2.0 license, but additional cost might be incurred based on infrastructure where Glide is deployed.. - Tags unique to glide: ai, gateway-api, genai, generative-ai. - When you need rapid deployment of GenAI apps using a simple model gateway that supports multiple Docker images including Alpine, Ubuntu, Distroless, and RedHat UBI. ## When NOT to use budgetml - If you need absolute certainty that your ML service will not be interrupted at any point during operation - Not suitable for continuous and uninterrupted services, as Google Cloud Preemptible instances can be terminated with short notice ## When NOT to use glide - Avoid if your project's deployment environment is strictly Windows-based as Glide does not natively support Windows OS, requiring manual workaround steps from the demo README file. - Not suitable when you require a more versatile language choice for development other than Go, since Glide itself is fully developed in this language. ## Common questions ### What is the difference between budgetml and glide? budgetml: Deploys ML inference service economically. glide: A fast, simple model gateway for rapid development of production GenAI apps. See the comparison table for live GitHub stats and shared categories. ### When should I choose budgetml over glide? Choose budgetml over glide when budgetml is primarily Python; glide is Go; Pricing: Free to use, but users will incur costs based on their usage of Google Cloud Preemptible instances.; Requirements: Requires a working Python environment and access to Google Cloud services to deploy on Preemptible VMs; The library is available via PyPI or can be installed directly from GitHub for the latest features, at users' own risk; Tags unique to budgetml: api, data-science, deployment, fastapi; When you are looking to reduce costs significantly and have flexibility in your deployment schedule, since Preemptible instances can be interrupted. ### When should I choose glide over budgetml? Choose glide over budgetml when glide is primarily Go; budgetml is Python; A self-hosted gateway that requires Docker for setting up and managing environments across different OS images; Pricing: Free to use and open-source under the Apache-2.0 license, but additional cost might be incurred based on infrastructure where Glide is deployed.; Tags unique to glide: ai, gateway-api, genai, generative-ai; When you need rapid deployment of GenAI apps using a simple model gateway that supports multiple Docker images including Alpine, Ubuntu, Distroless, and RedHat UBI. ### When should I avoid budgetml? If you need absolute certainty that your ML service will not be interrupted at any point during operation Not suitable for continuous and uninterrupted services, as Google Cloud Preemptible instances can be terminated with short notice ### When should I avoid glide? Avoid if your project's deployment environment is strictly Windows-based as Glide does not natively support Windows OS, requiring manual workaround steps from the demo README file. Not suitable when you require a more versatile language choice for development other than Go, since Glide itself is fully developed in this language. ### Is budgetml or glide more popular on GitHub? budgetml has more GitHub stars (1,343 vs 159). Stars measure visibility, not whether either tool fits your constraints. ### Are budgetml and glide open source? Yes - both are open-source projects on GitHub (budgetml: Apache-2.0, glide: Apache-2.0). ### Where can I find alternatives to budgetml or glide? GraphCanon lists graph-backed alternatives at [budgetml alternatives](/tools/ebhy-budgetml/alternatives) and [glide alternatives](/tools/einstack-glide/alternatives) ([budgetml markdown twin](/tools/ebhy-budgetml/alternatives.md), [glide markdown twin](/tools/einstack-glide/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/ebhy-budgetml-vs-einstack-glide.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, budgetml or glide? budgetml: Dormant. glide: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for budgetml and glide? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [budgetml trust report](/tools/ebhy-budgetml/trust); [glide trust report](/tools/einstack-glide/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ebhy-budgetml`](/api/graphcanon/graph?tool=ebhy-budgetml) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_