Middleware

New

Full-stack Observability With AI SRE Agent

ObservabilitySan Francisco, California, US51–200 employeesFounded 2022

#35 of 45 in Observability

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Visibility score

0.3%

New vs last week

Weekly run · Nov 3

Data collected Nov 3, 2026·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run Nov 9, 2026

Middleware ranks #35 of 45 in Observability with an AI visibility score of 0.3 (SlateIndex, Nov 3, 2026).
Middleware is most visible on Perplexity (0.9) and least on Google AI Mode (0).
AI engines name Middleware in 1 of the 30 Observability buyer prompts SlateIndex tracks.
cisco.com is the source AI engines cite most in answers about Middleware, with 1 citations.

About

Company details for Middleware

Middleware is a full-stack observability platform that monitors infrastructure, Kubernetes and containers, logs, application performance, databases, synthetic tests, real user sessions and LLM applications in one place. Its OpsAI component correlates signals across the stack, identifies root causes and suggests fixes. The platform uses OpenTelemetry as the framework for its agents and consolidates metrics, logs, traces and events on one timeline. It ranks #35 of 45 in Observability on SlateIndex and has a visibility score of 0.3 in the latest weekly run.

Founded in 2022 and headquartered in San Francisco, California, US, the company employs 51–200 people. It has raised about $7M. Its differentiator: opsAI does not stop at detecting issues; it helps fix problems in production.

Website: middleware.io
Categories: Observability
Company size: 51–200 employees
Headquarters: San Francisco, California, US
Founded: 2022
Company type: Private, venture-backed
Funding: Seed · $7M raised
Pricing: Free; paid from $0.3 / mo · usage-based
Free trial: Free plan available
Deployment: Agent-based install, including a Kubernetes install agent for connecting clusters and a single-agent script for auto-instrumentation.
Support: Community-based support on the free plan, Dedicated Slack or MS Teams channel on pay-as-you-go, 24x7 support on custom contracts

LinkedIn · linkedin.com/company/middleware-labs/GitHub · github.com/middleware-labs/Twitter · twitter.com/middleware_labs/YouTube · youtube.com/channel/UCjYP2EQiEgHryxR0dgpt0YA/Facebook · facebook.com/middlewarelabs/

Read from linkedin.com, middleware.io, g2.com, prnewswire.com, apmdigest.com · refreshed Nov 3, 2026.

AI visibility

Latest weekly run · Nov 3 · next run Nov 9

Visibility score

0.3%

across Observability answers, weighted by position

ChatGPT0%

AI Mode0%

Perplexity0.9%

Change

New

vs last week’s run

Category rank

#35 of 45

in Observability

Mentions

in this week’s run

Share of voice

0.2%

of AI mentions in Observability

Visibility score trend

Weekly runs over the last 60 days, with up to 7 competitors. Click a name to hide or show its line.

Now0.3%

30-day change—

High · low0.3% · 0.3%

Rank#35

Changes appear after the second weekly run in Observability. Datadog leads the category at 69.5%.

Media

Website and product screenshots for Middleware

All media

Home page

Pricing page

AI mentions & citations

Recent answers that name Middleware

All prompts

No mentions in the latest run.

Products & features

What Middleware sells

Infrastructure Monitoring

Host, VM and cloud service monitoring with high-cardinality metrics, anomaly detection and AI dashboards.

Container Monitoring

Kubernetes and container visibility with cluster-level health dashboards.

Log Monitoring

Log search and analysis correlated with traces and metrics, with AI-powered QueryGenie.

Database Monitoring

Query-level performance monitoring for MySQL, PostgreSQL, MongoDB, Cassandra and Aurora.

Synthetic Monitoring

API and browser journey tests run from multiple locations to detect availability and latency issues.

Application Performance Monitoring

Distributed tracing, continuous profiling and service dependency views.

Real User Monitoring

Web and mobile user session replay correlated with backend traces.

LLM Observability

Monitoring of LLM applications and AI agents, including latency, token usage, cost and errors.

OpsAI

AI component that detects, diagnoses and helps fix production issues.

Target market & buyers

Engineering teams

Notable customers include Corgi, Bardeen.ai, MindOrigin, Generation Esports, Trademarkia, Revenium, Hotplate, Ace Turtle.

Funding & recent developments

Funding

Round	Year	Amount
Seed	2023	$7M

Latest known round	Total raised
Seed	$7M

Recent developments

Jun 2026ProductPlatform upgrade with cost controls and faster root-cause analysis
An upgraded platform with telemetry and cost controls, faster root-cause analysis, new monitoring and wider integrations.
Jun 2026ProductProduct updates: MCP server, LLM observability and log anomaly detection
Product updates for June 2026 cover an MCP server, LLM observability and log anomaly detection.
Jun 2025ProductOps AI launched
Middleware launched Ops AI, an autonomous tool for detecting and resolving production issues.