Continual

Continual was an operational-AI / MLOps platform for the modern data stack, founded by Tristan Zajonc (previously Sense, acquired by Cloudera) and Tyler Kohn (co-founder of RichRelevance). It let data and analytics teams declaratively build, deploy, and continuously maintain production predictive models directly inside cloud data warehouses — Snowflake, Databricks, and BigQuery — using SQL and dbt as the primary interface rather than bespoke ML pipelines. The company raised a seed round led by Amplify Partners and a $14.5M Series A in 2022. The product is now dormant: continual.ai is a parked single-page shell, the documentation host redirects to the homepage, and the last release of the first-party Python CLI + SDK on PyPI was in March 2023. This profile captures the verifiable public artifacts that remain — the PyPI package, the GitHub organization, and a live domain-security posture.

Continual is profiled on the APIs.io network. Tagged areas include Company, Developer Tools, Machine-Learning, MLOps, and Artificial Intelligence.

Continual’s developer surface includes CLI and 9 more developer resources.

🌐 Visit website 📡 Source on GitHub

8.9/100 minimal ▬ flat Agent 0/100 human only library Full breakdown ↓
scored 2026-09-08 · rubric v0.20.0

0 APIs

Company Developer Tools Machine-Learning MLOps Artificial Intelligence DataModern Data StackSnowflake SQL

Kin Score

Kin Score How this is scored →
scored 2026-09-08 · rubric v0.20.0

Composite quality — 8.9/100 · minimal

Contract Quality 0.0 / 25

Developer Ergonomics 2.9 / 20

Access Clarity 0.0 / 20

Operational Transparency 0.3 / 13

Contract Governance 0.0 / 12

Discoverability 5.7 / 10

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 0 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Create-or-Update Ergonomics could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from github.com/api-evangelist/continual: open an issue to ask a question, or submit a pull request to add artifacts. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Security Posture 1

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Continual Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Resources

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

WellKnown

WellKnown

Build 5

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

Packages

SDKs

CLI

SourceCode

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Company 1

The organization behind the API

Website

Website

Other 1

Properties that don't map to a standard resource type

ParentCompany

ParentCompany

Source (apis.yml)

aid: continual
name: Continual
description: 'Continual was an operational-AI / MLOps platform for the modern data stack, founded by Tristan Zajonc (previously
  Sense, acquired by Cloudera) and Tyler Kohn (co-founder of RichRelevance). It let data and analytics teams declaratively
  build, deploy, and continuously maintain production predictive models directly inside cloud data warehouses — Snowflake,
  Databricks, and BigQuery — using SQL and dbt as the primary interface rather than bespoke ML pipelines. The company raised
  a seed round led by Amplify Partners and a $14.5M Series A in 2022. The product is now dormant: continual.ai is a parked
  single-page shell, the documentation host redirects to the homepage, and the last release of the first-party Python CLI
  + SDK on PyPI was in March 2023. This profile captures the verifiable public artifacts that remain — the PyPI package, the
  GitHub organization, and a live domain-security posture.'
url: https://raw.githubusercontent.com/api-evangelist/continual/refs/heads/main/apis.yml
deliveryModel:
  model: library
  open_source: false
  commercial: false
  callable_host: false
  label: Library · distributed through package registries, no callable service
  confidence: low
  source:
  - none
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source: []
  generated: '2026-07-22'
  method: derived
image: https://continual.ai/favicon.svg
x-type: company
x-source: vc-portfolio
x-backed-by:
- amplify-partners
x-tier: stub
x-tier-reason: portfolio-lead
x-status: dormant
x-status-reason: Website is a parked shell; last PyPI release 2023-03-22; no live API or docs.
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-18'
tags:
- Company
- Developer Tools
- Machine-Learning
- MLOps
- Artificial Intelligence
- Data
- Modern Data Stack
- Snowflake
- SQL
tags_raw:
- Company
- Developer Tools
- Machine Learning
- MLOps
- Artificial Intelligence
- Data
- Modern Data Stack
- Snowflake
- SQL
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: ParentCompany
  url: https://apis.io/providers/cloudera/
  name: Cloudera
  x-relationship: acquired
  x-evidence: Continual was an operational-AI / MLOps platform for the modern data stack, founded by Tristan Zajonc (previously
    Sense, acquired by Cloudera) and Tyler Kohn (co-founder of RichRelevance).
- type: Website
  url: https://continual.ai
- type: GitHubOrganization
  url: https://github.com/continual-ai
- type: Packages
  url: packages/continual-packages.yml
- type: SDKs
  url: packages/continual-packages.yml
- type: CLI
  url: cli/continual-cli.yml
- type: SourceCode
  url: https://pypi.org/project/continual/
- type: LLMsTxt
  url: llms/continual-llms.txt
- type: WellKnown
  url: well-known/continual-well-known.yml
- type: DomainSecurity
  url: security/continual-domain-security.yml
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence

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