Middleware vs Sumo Logic

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

The short answer

Sumo Logic is the stronger AI pick in Observability: it has a visibility score of 1.8 versus 0.3 for Middleware, and ranks ahead in 100% of the answers that name both.

Choose Middleware if…

You want a free plan to start

Choose Sumo Logic if…

You want the brand AI engines rank higher (1.8 vs 0.3)
You need SOC 2 Type II or FedRAMP Moderate Authorized or ISO 27001 or GDPR or HIPAA or PCI DSS 4.0.1 or CCPA coverage
You prefer a larger, established vendor (501–1,000 employees)

AI visibility side by side

Latest weekly run · Nov 3

Metric	Middleware	Sumo Logic
Visibility score	0.3%	1.8%
Change vs last week	New	New
Rank in Observability	#35	#25
Share of voice	0.2%	0.9%
Mentions this run	1	5
Positive in AI answers	—	20%

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

Visibility score trend

Weekly runs over the last 60 days

Middleware 0pp · Sumo Logic 0pp over 0 weekly runs.

Engine by engine

Sumo Logic leads on 3 of 3 engines

ChatGPT

0.9%

AI Mode

0.9%

Perplexity

0.9%

3.5%

MiddlewareSumo Logic

Head to head in AI answers

1 engine answers name both brands

0Middleware ranked higher

1Sumo Logic ranked higher

Prompt	Engine	Middleware	Sumo Logic
Which observability platform offers a free trial?	Perplexity	#9	#5

Features, pricing & fit

Dimension	Middleware	Sumo Logic
Pricing model	Usage-based	Usage-based
Entry price	Free; paid from $0.3 / mo	Contact sales
Free plan	Yes	No
Deployment	Agent-based install, including a Kubernetes install agent for connecting clusters and a single-agent script for auto-instrumentation.	SaaS
Integrations	—	450+
Compliance	—	SOC 2 Type II, FedRAMP Moderate Authorized, ISO 27001, GDPR, HIPAA, PCI DSS 4.0.1, CCPA
Support	Community-based support on the free plan, Dedicated Slack or MS Teams channel on pay-as-you-go, 24x7 support on custom contracts	Standard support (8x5), Enterprise support (P1 24/7), Premium support with a named Technical Account Manager
Founded	2022	2010
Headquarters	San Francisco, California, US	Redwood City, California
Employees	51–200	501–1,000
Funding	Seed · $7M raised	IPO (NASDAQ: SUMO)
Best for	Platform engineers and SREs who run cloud, hybrid and Kubernetes systems and want faster incident resolution.	Small-to-medium DevOps and SecOps teams (Essentials) and maturing security teams (Enterprise Suite)