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SlateIndex
FeastThe Open Source Feature Store for Machine Learning
vs
PrefectWorkflow orchestration for data, ML, and agents
Comparison · MLOps Platforms · weekly run Nov 2

Feast vs Prefect

Which one do AI engines recommend, and how do they differ on price, fit and features?

The short answer

Feast is the stronger AI pick in MLOps Platforms: it has a visibility score of 2 versus 0.7 for Prefect, and ranks ahead in 100% of the answers that name both.

Choose Feast if…

  • You want the brand AI engines rank higher (2 vs 0.7)
  • AI answers describe it more positively (50% vs 0% positive)
  • Connects with data lakes and warehouses for consistent data retrieval
  • Open-source, portable foundation option

Choose Prefect if…

  • You need SOC 2 Type II or GDPR compliant coverage

AI visibility side by side

Latest weekly run · Nov 2

Metric Feast Prefect
Visibility score2%0.7%
Change vs last weekNewNew
Rank in MLOps Platforms#29#42
Share of voice0.6%0.3%
Mentions this run42
Positive in AI answers50%0%

The stronger value in each row is marked with a ✓.

Visibility score trend

Weekly runs over the last 60 days

0%25%50%75%100%Nov 2Feast 2%

Feast 0pp · Prefect 0pp over 0 weekly runs.

Engine by engine

Feast leads on 3 of 3 engines

ChatGPT
1.9%
0.9%
AI Mode
3.1%
1.1%
Perplexity
0.9%
0%
FeastPrefect

Head to head in AI answers

1 engine answers name both brands

1Feast ranked higher
0Prefect ranked higher
PromptEngineFeastPrefect
What should an MLOps platform integrate with? AI Mode#2#7

Features, pricing & fit

DimensionFeastPrefect
Pricing model—Per seat
Entry price—Free; paid from $100 per seat / mo
Free plan—Yes
DeploymentSelf-hosted; Kubernetes, and AWS Lambda (alpha)Prefect Cloud fully managed with Prefect Serverless compute, or hybrid with lightweight workers inside the customer's own VPC
Compliance—SOC 2 Type II, GDPR compliant
SupportCommunity Slack, DocumentationCommunity forum, Email, Priority support with 30-minute response SLA on enterprise plans
Founded20182018
Headquarters—Washington, DC
Employees—51–200
Funding—Series B · $47M raised
Best forMachine learning and AI teams that need the same feature definitions for training and inference.Python data, ML, and agent teams that want durable production workflows without hosting their own scheduler

Plans side by side

Feast

Pricing not available.

Prefect

Hobby$0month
Starter$100month
Team$100user/month
EnterpriseCustomcustom
Prefect pricing

Pros and cons

Themes from the AI answers that mention each brand

Feast

  • Connects with data lakes and warehouses for consistent data retrieval
  • Open-source, portable foundation option

    Prefect

    Profile in progress.

    Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run

    Cite as: SlateIndex, “Feast vs Prefect”, https://slateindex.ai/compare/feast-vs-prefect, data of Nov 2, 2026. Licence: CC BY 4.0.