AI Visibility Index · July 2026

Queues: Amazon MSK, Temporal, Redpanda lead the AI rankings

How visibly ChatGPT, Claude, Gemini & Grok recommend each queues brand, across 8continuously re-polled “best X” leaderboards. Grades use the same A+–D scale as the brand checker; every ranking links to its full audit trail.

#	Brand	Grade	#1s	Podiums	Boards	Models	Best result
1	Amazon MSK	A	1	1	5	4/4	#1 · managed cron service for developers
2	Temporal	A+	1	1	4	4/4	#1 · durable execution platform for TypeScript
3	Redpanda	A+	1	1	2	4/4	#1 · Kafka alternative for small engineering teams
4	Amazon SQS	A+	1	1	1	4/4	#1 · managed message queue for serverless applications
5	Apache Kafka	A+	1	1	1	4/4	#1 · event bus for microservices
6	BullMQ	A+	1	1	1	4/4	#1 · background job queue for Node.js applications
7	Celery	A+	1	1	1	4/4	#1 · task queue for Python web applications
8	Dagster	A+	1	1	1	4/4	#1 · workflow engine for data pipelines
9	Inngest	B	—	2	3	4/4	#2 · durable execution platform for TypeScript
10	Google Cloud Pub/Sub	B	—	2	2	4/4	#2 · managed message queue for serverless applications
11	NATS JetStream	B	—	2	2	4/4	#2 · event bus for microservices
12	Trigger.dev	B	—	1	3	4/4	#2 · managed cron service for developers
13	CCloudflare Queues	B	—	1	2	3/4	#3 · managed message queue for serverless applications
14	Apache Airflow	B	—	1	1	4/4	#2 · workflow engine for data pipelines
15	DDramatiq	B	—	1	1	4/4	#2 · task queue for Python web applications
16	Ppg-boss	B	—	1	1	4/4	#2 · background job queue for Node.js applications
17	Prefect	B	—	1	1	4/4	#3 · workflow engine for data pipelines
18	RabbitMQ	B	—	1	1	4/4	#3 · event bus for microservices
19	RRestate	B	—	1	1	3/4	#3 · durable execution platform for TypeScript
20	TTaskiq	B	—	1	1	3/4	#3 · task queue for Python web applications
21	WWarpStream	B	—	1	1	2/4	#3 · Kafka alternative for small engineering teams
22	Upstash QStash	C	—	—	2	3/4	#4 · managed cron service for developers
23	Apache Pulsar	C	—	—	2	3/4	#5 · event bus for microservices
24	AAzure Service Bus	C	—	—	1	4/4	#4 · managed message queue for serverless applications
25	Kestra	C	—	—	1	4/4	#4 · workflow engine for data pipelines
26	RRabbitMQ Streams	C	—	—	1	2/4	#4 · Kafka alternative for small engineering teams
27	RRQ	C	—	—	1	2/4	#4 · task queue for Python web applications
28	CCronitor	C	—	—	1	2/4	#5 · managed cron service for developers
29	DDBOS	C	—	—	1	4/4	#5 · durable execution platform for TypeScript
30	OOrchestra	D	—	—	1	1/4	#5 · workflow engine for data pipelines

+ 15 more ranked brands below the top 30.

Method: brands are rolled up by homepage domain and ranked by #1 finishes, podiums, then board coverage across this industry's leaderboards — data updated 2026-07-18. All industries → · Source: modelsagree.com · CC BY 4.0