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LokiObservability
vs
MiddlewareFull-stack Observability With AI SRE Agent
Comparison · Observability · weekly run Nov 3

Loki vs Middleware

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

The short answer

Loki is the stronger AI pick in Observability: it has a visibility score of 12 versus 0.3 for Middleware.

Choose Loki if…

  • You want the brand AI engines rank higher (12 vs 0.3)
  • You need SOC 2 or ISO/IEC 27001 or ISO 22301 or PCI DSS v4.0.1 or GDPR or TISAX or CSA STAR or FedRAMP High or TX-RAMP Level 2 coverage
  • You prefer a larger, established vendor (1,001–5,000 employees)
  • Open-source, standards-driven telemetry stack

Choose Middleware if…

No clear advantage in the published data.

AI visibility side by side

Latest weekly run · Nov 3

Metric Loki Middleware
Visibility score12%0.3%
Change vs last weekNewNew
Rank in Observability#11#35
Share of voice4.7%0.2%
Mentions this run271
Positive in AI answers7%—

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 3Loki 12%

Loki 0pp · Middleware 0pp over 0 weekly runs.

Engine by engine

Loki leads on 3 of 3 engines

ChatGPT
11.8%
0%
AI Mode
20.2%
0%
Perplexity
3.9%
0.9%
LokiMiddleware

Head to head in AI answers

0 engine answers name both brands

0Loki ranked higher
0Middleware ranked higher

Features, pricing & fit

DimensionLokiMiddleware
Pricing model—Usage-based
Entry price—Free; paid from $0.3 / mo
Free plan—Yes
DeploymentSelf-hosted or through Grafana CloudAgent-based install, including a Kubernetes install agent for connecting clusters and a single-agent script for auto-instrumentation.
ComplianceSOC 2, ISO/IEC 27001, ISO 22301, PCI DSS v4.0.1, GDPR, TISAX, CSA STAR, FedRAMP High, TX-RAMP Level 2—
Support—Community-based support on the free plan, Dedicated Slack or MS Teams channel on pay-as-you-go, 24x7 support on custom contracts
Founded20182022
HeadquartersNew York, NYSan Francisco, California, US
Employees1,001–5,00051–200
FundingSeries E · $660M raisedSeed · $7M raised
Best for—Platform engineers and SREs who run cloud, hybrid and Kubernetes systems and want faster incident resolution.

Plans side by side

Loki

Pricing not available.

Middleware

Free Forever$0month
Pay As You Go$0.3GB of metrics, logs, traces
CustomCustomcustom pricing
Middleware pricing

Pros and cons

Themes from the AI answers that mention each brand

Loki

  • Open-source, standards-driven telemetry stack
  • Composable dashboards and data visualization
  • Built natively around OpenTelemetry
  • Managed cloud offering with a permanent free tier
  • Cost-effective compared with licensed platforms
  • Requires internal engineering time to maintain, configure, and scale
  • Ongoing infrastructure, storage, and maintenance costs

Middleware

Profile in progress.

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

Cite as: SlateIndex, “Loki vs Middleware”, https://slateindex.ai/compare/loki-vs-middleware, data of Nov 3, 2026. Licence: CC BY 4.0.