BentoML
Open source toolkit and managed inference platform for packaging deploying and operating AI models and pipelines with clean Python APIs strong performance and clear operations.
Pricing Free (OSS) / By quote
Category coding
Difficulty Beginner
Type Web App
Status Active
AskCodi
Coding assistant with IDE extensions and a web app that supports many languages, natural language to code, doc search and test generation with affordable plans.
Pricing Free / Starts $14.99 per month
Category coding
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in BentoML
model-servingmlopsinferenceopen-sourcekubernetesgpu
Shared
None
Only in AskCodi
coding-assistantidedocstestsexplanations
Key Features
BentoML
- • Python SDK for clean typed inference APIs
- • Package services into portable bentos
- • Optimized runners batching and streaming
- • Adapters for torch tf sklearn xgboost llms
- • Managed platform with autoscaling and metrics
- • Self host on Kubernetes or VMs
AskCodi
- • Extensions for VS Code, JetBrains and web workspace
- • Natural language to code, tests and SQL
- • Doc search to surface usage examples and patterns
- • Explainer mode to summarize code and errors
- • Multi language support covering popular stacks
- • Snippets library to reuse and share code
Use Cases
BentoML
- → Serve LLMs and embeddings with streaming endpoints
- → Deploy diffusion and vision models on GPUs
- → Convert notebooks to stable microservices fast
- → Run batch inference jobs alongside online APIs
- → Roll out variants and manage fleets with confidence
- → Add observability to latency errors and throughput
AskCodi
- → Generate boilerplate and helper functions quickly
- → Create unit tests from specs or examples
- → Refactor legacy code into clearer idioms
- → Draft SQL queries and validations from prompts
- → Explain error messages to speed debugging
- → Look up usage patterns without leaving the IDE
Perfect For
BentoML
ML engineers platform teams and product developers who want code ownership predictable latency and strong observability for model serving
AskCodi
Indie developers, small teams, and students who want a low friction coding assistant across editors and languages with predictable pricing
Capabilities
BentoML
Typed Services Intermediate
Runners and Batching Professional
Managed Platform Professional
CLI and GitOps Intermediate
AskCodi
In Editor Help Basic
Docs and Errors Basic
Tests and SQL Intermediate
Privacy and Sharing Basic
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