Glean vs 3ngram: Enterprise Search vs. Personal AI Executive Layer
These are fundamentally different products for fundamentally different users. Glean is a $7.2B enterprise AI search platform for companies with 100+ employees and $200K+ annual budgets. 3ngram is a $19/mo executive assistant layer for individuals and small teams who use Claude or ChatGPT. If you're evaluating Glean, you're likely a VP of IT. If you're evaluating 3ngram, you're a professional who wants their AI to be smarter. That said, many of Glean's core promises (AI that knows your context and helps you find information) are things 3ngram delivers at 1/1000th the cost for individual use.
At a Glance
| Glean | 3ngram | |
|---|---|---|
| What it is | Enterprise AI search & assistant platform | Executive assistant layer for AI |
| Target | Large enterprises (500+ employees) | Individuals and small teams |
| Approach | Standalone workspace with proprietary search | MCP server inside Claude/ChatGPT |
| Memory | Enterprise knowledge graph | Structured personal memory (decisions, commitments, blockers) |
| Follow-through | No personal accountability features | Yes: overdue tracking, stale commitments, blockers |
| Reusable workflows | Enterprise agents | Yes, stored prompts as agent workflows |
| Integrations | 100+ enterprise connectors | GitHub, files, growing set |
| Works inside Claude/ChatGPT | No | Yes |
| Pricing | ~$50+/user/mo, 100-seat minimum | $19/mo |
| Funding | $770M at $7.2B valuation | Bootstrapped |
| Best for | Fortune 500 knowledge management | Individual AI power users |
What Is Glean?
Glean is the category leader in enterprise AI search. Valued at $7.2B with $770M in funding and $100M+ ARR, it connects to 100+ enterprise tools and builds a proprietary "Enterprise Graph" that understands your organization's people, content, and relationships. Glean is genuinely impressive at enterprise scale: it indexes everything from Slack to Salesforce and lets employees ask questions about organizational knowledge. But it requires massive organizational commitment: 100-seat minimums, $200K+ annual contracts, mandatory support fees, and a sales-led buying process.
What Is 3ngram?
3ngram solves a related problem (making AI smarter about your context) but for individuals. It works as an MCP server inside Claude and ChatGPT, giving your AI structured memory (decisions, commitments, blockers), proactive accountability, reusable agent workflows, and document search. No procurement process. No 100-seat minimum. No standalone workspace. Connect it, and your AI gets smarter in minutes.
Key Differences
1. Organization-Scale vs. Individual-Scale
Glean is designed for organizations with hundreds or thousands of employees. Its value proposition depends on having a critical mass of organizational knowledge to search. 3ngram is designed for one person, or a small team. Your knowledge, your commitments, your decisions. It doesn't need organizational buy-in to deliver value from day one.
2. Search vs. Follow-Through
Glean excels at finding information across your organization. Ask a question, get an answer sourced from internal docs. 3ngram does personal document search, but it goes further. It doesn't just help you find information; it tracks what you've committed to, surfaces what's overdue, and makes your AI proactive about follow-through. Glean helps you find things. 3ngram helps you get things done.
3. Standalone Platform vs. Inside Your Chat
Glean requires you to go to Glean. It's a separate application with its own interface. 3ngram lives inside Claude and ChatGPT. No context switching, no new app to learn, no change to your workflow.
4. $200K+ vs. $19/mo
The cost difference is stark. Glean is an enterprise procurement decision. 3ngram is a credit card charge. For individuals and small teams, Glean isn't even an option, and 3ngram delivers the personal-context benefits that matter most.
When to Choose Glean
Choose Glean if you're a large enterprise with 500+ employees, 100+ internal tools, and a dedicated budget for AI-powered organizational knowledge management. Glean is the gold standard at that scale.
When to Choose 3ngram
Choose 3ngram if you're an individual or small team that wants AI with structured memory, accountability, and context, without an enterprise budget or procurement process. You want your AI to be smarter about your work, starting today.
Ready to Make Your AI Follow Through?
You don't need a $200K enterprise contract to get AI that knows your context. 3ngram gives Claude and ChatGPT structured memory, commitment tracking, and reusable workflows for $19/month.
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