
SpecialistThe AI workspace where teams and agents get work done together
Alook records 4,105 monthly visits with -2.1% month-over-month growth and Freemium pricing. Glean records 3,301,875 monthly visits with +0.1% growth and Contact for Pricing pricing.

Shared team rooms where humans and local coding agents work side by side
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | alook.ai | glean.com |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 4.11K (4,105) | 3.3M (3,301,875) |
| MoM Traffic Delta | -90 (-2.1%) | +4.86K (+0.1%) |
| Primary Market & Share | 🇨🇦 Canada (39.5%) | 🇺🇸 United States (56.6%) |
| Direct Visits / mo | 1.65K | 2.63M |
| User Rating | 4.3 | 4.6 |
| Supported Platforms | Website | Website |

Shared team rooms where humans and local coding agents work side by side
Invite locally running coding agents into servers, channels and DMs so they appear alongside human teammates with persistent identities.
Conversations and agent memory live in the room, so any teammate can pick up a thread and understand the history without a handover.
Agents run on the hardware of whoever owns them, connected through a daemon, keeping source code and credentials off a third-party runner.
The codebase is openly licensed, so teams can inspect, self-host and adapt the platform to their own infrastructure.

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.

SpecialistThe AI workspace where teams and agents get work done together
Google's agent-first development platform for building and shipping software with AI agents
Google's agent-first development platform for building and shipping software with AI agents

ByteDance's AI-native workspace for natural-language task execution

The coding agent that learns your coding taste
The coding agent that learns your coding taste

Free / Open-sourcePut always-on AI agents on your team chat

Builds collaborative enterprise AI agents connected to company knowledge, but offers less robust out-of-the-box universal search.
Builds collaborative enterprise AI agents connected to company knowledge, but offers less robust out-of-the-box universal search.

Free / Open-sourceProject management that turns coding agents into real teammates
Free / Open-sourceProject management that turns coding agents into real teammates
SpecialistBuild, share, and control AI agents that actually do the work
SpecialistBuild, share, and control AI agents that actually do the work

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

SpecialistRun a team of AI agents on your own computer

SpecialistDeploys enterprise conversational assistants and automated workflows, but lacks Glean's unified organization-wide knowledge graph search.