
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. Weights & Biases (CoreWeave Forge) records 315,624 monthly visits with -80.2% growth and Freemium, Contact for Pricing, Free pricing.

Track, evaluate, and ship AI models and agents in one connected environment.
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | glean.com | wandb.ai |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing, Free |
| Monthly Visits | 3.3M (3,301,875) | 315.62K (315,624) |
| MoM Traffic Delta |
|---|
| +4.86K (+0.1%) |
| -1.28M (-80.2%) |
| Primary Market & Share | 🇺🇸 United States (56.6%) | 🇺🇸 United States (32.2%) |
|---|
| Direct Visits / mo | 2.63M | 230.88K |
|---|
| User Rating | 4.6 | 4.7 |
|---|
| 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.

Track, evaluate, and ship AI models and agents in one connected environment.
Log metrics, losses, and media from training runs and compare them side by side in interactive charts to spot what actually improves your model.
Run automated hyperparameter sweeps and visualize parameter importance so you can converge on better configurations faster.
Version datasets and model artifacts, track lineage, and promote models through a registry from training to production.
Build, log, and evaluate LLM prompts and applications, with tracing and evaluation tools grouped under an LLMOps workflow.

SpecialistThe AI workspace where teams and agents get work done together

Free / Open-sourceRun and build with open AI models locally or in the cloud
#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-sourceProvides deep production LLM observability and tracing, focusing heavily on debugging production failures and drift.


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.

SpecialistFeatures simulation and guardrail tools for testing LLM safety and robustness before production deployment.

Free / Open-sourceOffers robust LLM evaluation and testing suites with integrated enterprise gateways, prioritizing prompt benchmarking.

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

Focuses specifically on prompt versioning, collaborative CMS management, and agent tracing rather than general MLOps.
Free / Open-sourceRun and build with open AI models locally or in the cloud
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-sourceProvides deep production LLM observability and tracing, focusing heavily on debugging production failures and drift.
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.
SpecialistFeatures simulation and guardrail tools for testing LLM safety and robustness before production deployment.
Free / Open-sourceOffers robust LLM evaluation and testing suites with integrated enterprise gateways, prioritizing prompt benchmarking.
Focuses specifically on prompt versioning, collaborative CMS management, and agent tracing rather than general MLOps.