PrefectWorkflow orchestration for data, ML, and agents

Prometheus GroupSoftware built for asset-intensive industries and trusted for 25+ years.

Comparison · MLOps Platforms · weekly run Nov 2

Prefect vs Prometheus Group

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

The short answer

Prometheus Group is the stronger AI pick in MLOps Platforms: it has a visibility score of 3.7 versus 0.7 for Prefect, and ranks ahead in 0% of the answers that name both.

Choose Prefect if…

You want a free plan to start
You need SOC 2 Type II or GDPR compliant coverage

Choose Prometheus Group if…

You want the brand AI engines rank higher (3.7 vs 0.7)
You need SOC 2 Type 2 coverage
You prefer a larger, established vendor (1,001–5,000 employees)
Collects metrics and works with Grafana for dashboards and alerts

AI visibility side by side

Latest weekly run · Nov 2

Metric	Prefect	Prometheus Group
Visibility score	0.7%	3.7%
Change vs last week	New	New
Rank in MLOps Platforms	#42	#22
Share of voice	0.3%	1.1%
Mentions this run	2	8
Positive in AI answers	0%	—

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

Visibility score trend

Weekly runs over the last 60 days

Prefect 0pp · Prometheus Group 0pp over 0 weekly runs.

Engine by engine

Prometheus Group leads on 3 of 3 engines

ChatGPT

0.9%

4.8%

AI Mode

1.1%

2.2%

Perplexity

4.1%

PrefectPrometheus Group

Head to head in AI answers

2 engine answers name both brands

2Prefect ranked higher

0Prometheus Group ranked higher

Prompt	Engine	Prefect	Prometheus Group
What should an MLOps platform integrate with?	AI Mode	#7	#12
Best MLOps platform for startups	ChatGPT	#8	#11

Features, pricing & fit

Dimension	Prefect	Prometheus Group
Pricing model	Per seat	Per seat
Entry price	Free; paid from $100 per seat / mo	Contact sales
Free plan	Yes	No
Deployment	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	SOC 2 Type 2
Support	Community forum, Email, Priority support with 30-minute response SLA on enterprise plans	Dedicated project manager and experienced services team through implementation, Consulting services and bundled training and support
Founded	2018	1998
Headquarters	Washington, DC	Raleigh, NC, United States
Employees	51–200	1,001–5,000
Funding	Series B · $47M raised	Private equity round · $10M raised
Best for	Python data, ML, and agent teams that want durable production workflows without hosting their own scheduler	Plant and facility operators in asset-intensive industries that run SAP, Oracle or IBM Maximo and need maintenance, operations and reliability teams working together.