Comparison

Knative vs Modal

No clear leader: Modal (55.2) and Knative (54.7) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Knative full profile →Modal full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Knative55

Modal55

Attribute comparison across 2 tools
Attribute	Knative	Modal
Vioscale score	55 / 100medium · 54%	55 / 100medium · 74%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	open_source	freemium
Price levelpricing.price_level	free	high
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	5	2
Security
Disclosure policysecurity.disclosure_policy	✓	-
Hipaasecurity.hipaa	-	✓
Scorecardsecurity.scorecard	8	-
Soc2security.soc2	-	✓
Vulnerabilitiessecurity.vulnerabilities	Count: 1 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=knative.dev%2Fserving&per_page=100 · Last 12m: 0 · Max severity: MODERATE	-
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	446	-
Github starsadoption.github_stars	6,086	-
Activity
Commits last 30dactivity.commits_last_30d	11	-
Release
Cadence daysrelease.cadence_days	6	-
Historyrelease.history	20 items	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Go	-
Market
Availabilitymarket.availability	-	Available worldwide · Popular in US · HQ US

Score

Vioscale score

Knative55 / 100medium · 54%

Modal55 / 100medium · 74%

Pricing

Free tier

Knative✓

Modal✓

Model

Knativeopen_source

Modalfreemium

Price level

Knativefree

Modalhigh

Transparent

Knative✓

Modal✓

Integrations

Count

Knative5

Modal2

Security

Disclosure policy

Knative✓

Modal–

Hipaa

Knative–

Modal✓

Scorecard

Knative8

Modal–

Soc2

Knative–

Modal✓

Vulnerabilities

KnativeCount: 1 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=knative.dev%2Fserving&per_page=100 · Last 12m: 0 · Max severity: MODERATE

Modal–

Reliability

Status page

Knative–

Modal✓

Adoption

Dependent repos

Knative446

Modal–

Github stars

Knative6,086

Modal–

Activity

Commits last 30d

Knative11

Modal–

Release

Cadence days

Knative6

Modal–

History

Knative20 items

Modal–

License

Spdx

KnativeApache-2.0

Modal–

Language

Primary

KnativeGo

Modal–

Market

Availability

Knative–

ModalAvailable worldwide · Popular in US · HQ US

Capabilities

Feature-by-feature on the axes that matter for serverless & edge platforms. “-” means undocumented, not absent.

Capability comparison for Serverless & Edge Platforms
Capability	Knative	Modal
Core
Execution substrate	Container	Container
Language / runtime breadth	Any language via containerized HTTP/gRPC services	Python
Reach
Runs at global edge PoPs	-	✓
Scale
Scale to zero	✓	✓
Performance
Cold-start profile	High (VM / container)	Low
Limits
Max execution duration	-	-
Integration
Event source breadth	HTTP, CloudEvents, Kubernetes event sources	HTTP, cron/scheduled, events
HTTP endpoint trigger	✓	✓
Cron / scheduled invocations	-	✓
State
Durable state / workflow primitive	-	✓
Flexibility
Bring-your-own runtime / container	✓	✓
Deployment
Hosting	Self-hosted only	Cloud only
Ops
Built-in logs / metrics / tracing	✓	✓
Extensibility
CLI + IaC / framework support	✓	✓

Core

Execution substrate

KnativeContainer

ModalContainer

Language / runtime breadth

KnativeAny language via containerized HTTP/gRPC services

ModalPython

Reach

Runs at global edge PoPs

Knative-

Modal✓

Scale

Scale to zero

Knative✓

Modal✓

Performance

Cold-start profile

KnativeHigh (VM / container)

ModalLow

Limits

Max execution duration

Knative-

Modal-

Integration

Event source breadth

KnativeHTTP, CloudEvents, Kubernetes event sources

ModalHTTP, cron/scheduled, events

HTTP endpoint trigger

Knative✓

Modal✓

Cron / scheduled invocations

Knative-

Modal✓

State

Durable state / workflow primitive

Knative-

Modal✓

Flexibility

Bring-your-own runtime / container

Knative✓

Modal✓

Deployment

Hosting

KnativeSelf-hosted only

ModalCloud only

Ops

Built-in logs / metrics / tracing

Knative✓

Modal✓

Extensibility

CLI + IaC / framework support

Knative✓

Modal✓

What each one is

The product in its own terms, so the numbers below have context.

Knative

Open-source platform for deploying and auto-scaling containerized serverless applications on Kubernetes with integrated event routing and HTTP/gRPC serving.

Independently observed

Modal

A serverless cloud platform designed for running AI inference, training, batch processing, and interactive development. It automatically scales compute resources on demand, offers integrated logging and metrics, and provides a Python-native SDK for defining infrastructure as code.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Knative

Open sourceFree tier

as of 2026-08-14verify ↗

Modal

from $100/moUsage-basedFree tier

Pay-as-you-go based on GPU/CPU seconds and memory used. Starter free tier with $30/month credit; Team at $250/month base; Enterprise custom pricing with compliance options.

StarterFree
- Up to 3 workspace seats
- 100 containers
- 10 GPU concurrency
- 200 deployed apps
- Limited Scheduled and Web Functions
- +5 more
Team$250/month base + usage + $100/month compute credit
- Unlimited workspace seats
- 5000 containers
- 50 GPU concurrency
- 1000 deployed apps
- Unlimited Scheduled Functions
- +6 more
EnterpriseContact sales
- Unlimited seats
- Volume-based pricing discounts
- Custom GPU concurrency limits
- Embedded ML engineering services
- Environment-level budgets
- +5 more

as of 2026-08-14verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Knative	Modal
WebPlatforms	✗	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✗	✓
Self-hostedDeployment	✓	✗
On-premiseDeployment	✓	✗

Platforms

Web

Knative✗

Modal✓

CLI

Knative✓

Modal✓

Deployment

Cloud / SaaS

Knative✗

Modal✓

Self-hosted

Knative✓

Modal✗

On-premise

Knative✓

Modal✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Knative

5 total

AWS S3
AWS SQS
AWS DynamoDB Streams
Apache Camel
Istio

Independently observed

Modal

2 total

AWS Marketplace
GCP Marketplace

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.