
SpecialistThe AI workspace where teams and agents get work done together

Glean records 3,301,875 monthly visits with +0.1% month-over-month growth and Contact for Pricing pricing. Middleware records 35,967 monthly visits with -12.3% growth and Freemium, Contact for Pricing pricing.
Full-stack observability with an AI SRE agent that fixes issues
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | glean.com | middleware.io |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 3.3M (3,301,875) | 35.97K (35,967) |
| MoM Traffic Delta |
| +4.86K (+0.1%) |
| -5.05K (-12.3%) |
| Primary Market & Share | 🇺🇸 United States (56.6%) | 🇮🇳 India (27.3%) |
|---|
| Direct Visits / mo | 2.63M | 8.88K |
|---|
| User Rating | 4.6 | 4.3 |
|---|
| Supported Platforms | Website | Website |
|---|

Enterprise AI grounded in your company's own knowledge
Ask a question in plain language and get a cited answer assembled from documents, tickets, wikis, and messages across every connected system, with permissions respected.
Reusable agents handle multi-step workflows such as onboarding, account research, or incident follow-up by orchestrating actions across business apps.
Glean automatically picks and routes requests to the right model and reasoning level, giving teams access to 40+ LLMs through a single governed gateway.
Draft on-brand documents, summarise meetings, analyse data, and create content grounded in company context rather than generic model knowledge.
Full-stack observability with an AI SRE agent that fixes issues
An AI agent that detects, investigates, and helps auto-fix production issues across infrastructure, APM and RUM signals.
Monitor servers, containers, serverless workloads and cloud services across AWS, Azure, GCP and Kubernetes from one place.
Correlate and query high-volume logs assisted by AI so debugging does not rely on manual grep-style detective work.
Track application performance, trace slow requests, and inspect database and endpoint behaviour end to end.

SpecialistThe AI workspace where teams and agents get work done together

SpecialistUnified observability, security and incident response for cloud-scale engineering teams
#2
Builds collaborative enterprise AI agents connected to company knowledge, but offers less robust out-of-the-box universal search.
SpecialistBuild, share, and control AI agents that actually do the work

Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI

SpecialistAutomates employee IT and HR support requests exceptionally well, but focuses less on general universal document search.

SpecialistDeploys enterprise conversational assistants and automated workflows, but lacks Glean's unified organization-wide knowledge graph search.
Creates permission-aware context graphs and routes tasks across enterprise tools, but has a smaller connector library than Glean.

Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents

Free / Open-sourceEvaluate, monitor, and govern your AI applications in production

Combines enterprise search, AI agents, and corporate learning, but is less specialized for pure universal workplace search than Glean.

SpecialistThe collaboration layer for AI engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
Builds collaborative enterprise AI agents connected to company knowledge, but offers less robust out-of-the-box universal search.
SpecialistBuild, share, and control AI agents that actually do the work
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
SpecialistAutomates employee IT and HR support requests exceptionally well, but focuses less on general universal document search.
Creates permission-aware context graphs and routes tasks across enterprise tools, but has a smaller connector library than Glean.
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
SpecialistThe collaboration layer for AI engineering teams