MiddlewareFull-stack Observability With AI SRE Agent
vs
UptraceCut your observability bill by 90%
Comparison · Observability · weekly run Nov 3
Middleware vs Uptrace
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Uptrace is the stronger AI pick in Observability: it has a visibility score of 0.7 versus 0.3 for Middleware.
Choose Middleware if…
- You prefer a larger, established vendor (51–200 employees)
Choose Uptrace if…
- You want the brand AI engines rank higher (0.7 vs 0.3)
- You need a self-hosted or on-premises option
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Middleware | Uptrace |
|---|---|---|
| Visibility score | 0.3% | 0.7% |
| Change vs last week | New | New |
| Rank in Observability | #35 | #32 |
| Share of voice | 0.2% | 0.4% |
| Mentions this run | 1 | 2 |
| Positive in AI answers | — | — |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Middleware 0pp · Uptrace 0pp over 0 weekly runs.
Engine by engine
Uptrace leads on 3 of 3 engines
ChatGPT
AI Mode
Perplexity
MiddlewareUptrace
Head to head in AI answers
0 engine answers name both brands
0Middleware ranked higher
0Uptrace ranked higher
Features, pricing & fit
| Dimension | Middleware | Uptrace |
|---|---|---|
| Pricing model | Usage-based | Usage-based |
| Entry price | Free; paid from $0.3 / mo | Contact sales |
| Free plan | Yes | Yes |
| Deployment | Agent-based install, including a Kubernetes install agent for connecting clusters and a single-agent script for auto-instrumentation. | Uptrace Cloud, or self-hosted with Docker, Ansible or Kubernetes, or on-premises with a license |
| Support | Community-based support on the free plan, Dedicated Slack or MS Teams channel on pay-as-you-go, 24x7 support on custom contracts | 16/5 enterprise support across EU and US business hours, Email and scheduled calls, Dedicated support engineer on on-premises plans |
| Founded | 2022 | — |
| Headquarters | San Francisco, California, US | Chisinau, Moldova |
| Employees | 51–200 | 1–10 |
| Funding | Seed · $7M raised | Bootstrapped |
| Best for | Platform engineers and SREs who run cloud, hybrid and Kubernetes systems and want faster incident resolution. | Engineering teams that run OpenTelemetry and want traces, metrics and logs in one platform at predictable cost. |
Plans side by side
Middleware
Free Forever$0month
Pay As You Go$0.3GB of metrics, logs, traces
CustomCustomcustom pricing
Uptrace
Uptrace CloudCustomper GB ingested, usage-based; no seats or hosts
Community Edition$0free forever, self-hosted
On-premisesCustomlicense, contact sales
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Middleware vs Uptrace”, https://slateindex.ai/compare/middleware-vs-uptrace, data of Nov 3, 2026. Licence: CC BY 4.0.