# Glean vs N71 (tlc.ai)

Glean records 3,301,875 monthly visits with +0.1% month-over-month growth and Contact for Pricing pricing. N71 (tlc.ai) records 0 monthly visits with 0% growth and Paid, Contact for Pricing pricing.

| Metric | [Glean](https://openaitools.app/tool/glean) | [N71 (tlc.ai)](https://openaitools.app/tool/n71) |
| :--- | :--- | :--- |
| Website URL | https://www.glean.com | https://n71.ai |
| Categories | AI Productivity Tools, AI Agent, AI Assistant, AI Search Engine | AI Agent, AI Assistant, AI Knowledge Base, AI Knowledge Management |
| Pricing Model | Contact for Pricing | Paid, Contact for Pricing |
| Monthly Visits | 3,301,875 | 0 |
| MoM Growth Rate | +0.1% | 0% |
| Primary Market | United States | Global |
| Direct Visits | 2,628,666 | 0 |
| Review Score | 4.6 | 4.1 |
| Saved Count | 7 | 0 |
| Supported Platforms | Website | Website |

## Glean

Glean addresses a problem most enterprises hit after their first wave of AI adoption: models are powerful but isolated from the context of the business. The platform builds an enterprise context layer by indexing and understanding content across the tools a company already runs on, then uses that grounding to improve both answer quality and efficiency. Because fewer irrelevant tokens need to be sent to a model, the same question costs less to serve.

The product surface spans four areas: enterprise search, an AI assistant for everyday work, an agent platform for automating long-running processes, and Glean Protect for security and governance. Administrators also get model routing and an AI gateway, letting them decide which models handle which requests without rebuilding integrations. Everything inherits the access permissions of the source systems, so answers stay within each employee's existing rights.

Glean serves large organisations across finance, healthcare, retail, technology, and government, with published customers including Booking.com, Zillow, and Ericsson. It holds SOC 2 Type II, ISO 27001, ISO 42001, HIPAA, GDPR, and TX-RAMP Level 2 attestations, and reports 275+ connectors, 40+ supported language models, and 99.9%+ uptime on core services.

**Pricing & Plans:** Contact for pricing. Glean is licensed to organisations based on seats, connectors, and deployment scope, and is evaluated through a demo rather than self-serve purchase.

- **Permission-aware enterprise search:** 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.
- **Agent builder and orchestration:** Reusable agents handle multi-step workflows such as onboarding, account research, or incident follow-up by orchestrating actions across business apps.
- **Model routing and AI gateway:** Glean automatically picks and routes requests to the right model and reasoning level, giving teams access to 40+ LLMs through a single governed gateway.
- **Grounded content and analysis:** Draft on-brand documents, summarise meetings, analyse data, and create content grounded in company context rather than generic model knowledge.
- **Governance and observability:** Administrators get usage controls, spend visibility, audit logging, and compliance-ready governance for every AI interaction.

**Strengths:** Answers cite source systems and inherit their permissions, which removes the main blocker to enterprise-wide rollout; One platform covers search, assistant, and agents instead of three separate vendors; Model routing and token efficiency directly reduce the cost per AI query at scale; 275+ pre-built connectors shorten integration work considerably

**Limitations:** Enterprise pricing is quote-based, so budget planning requires a sales conversation; Full value depends on connecting many internal data sources, which takes IT effort; Smallest teams may find the platform more than they need

[Profile (Markdown)](https://openaitools.app/tool/glean.md)

## N71 (tlc.ai)

N71 is best understood as an infrastructure play rather than a chat product. The company's core idea is that most applications waste tokens: redundant context, repeated calls, and inefficient prompt patterns all inflate the bill at the model provider. Instead of asking developers to rewrite prompts or migrate to a new model, N71 sits transparently behind the API endpoint, inspects and processes requests, and returns results that satisfy the same quality bar for meaningfully less money.

The product is explicitly model agnostic, so it works across whatever LLM providers an application already uses. According to the company, the layer delivers 30%+ lower model costs, and it publishes benchmark methodology plus documentation so teams can reproduce the comparison with their own requests and quality criteria. The pitch is that you keep your model client, prompts and conversation flow unchanged — tlc handles the processing behind the API.

Access is currently gated: the site is in early access with a waitlist, and an invitation unlocks pricing, usage limits and connection details. Because the product is still pre-general-availability, published dollar pricing is not available yet, and prospective users should join the waitlist to get commercial terms.

**Pricing & Plans:** Early access / waitlist. No public list price yet — an invitation includes pricing, usage limits and connection details. The company claims 30%+ lower model costs versus running the same requests without the layer.

- **Transparent API-side optimization:** Fits behind the model API your application already uses, so you keep your existing model client, prompts and conversation flow with no rewrite.
- **Model agnostic by design:** Works across the LLM providers you already call instead of locking you into a single vendor or model family.
- **Claimed 30%+ cost reduction:** The company reports 30%+ lower model costs and provides documentation and a benchmark methodology so you can verify results with your own requests.
- **Reproducible benchmark methodology:** Published benchmarks explain how savings are calculated, including model calls, processing, checks and retries on both sides of the comparison.
- **Early-access onboarding:** Waitlist invitations include pricing, usage limits and the connection details needed to wire tlc into an existing application.

**Strengths:** Model agnostic — works with the providers you already use; No prompt or application rewrite required; it sits behind the API; Publishes a benchmark methodology so savings claims can be independently checked; Early-access onboarding includes pricing, usage limits and connection details

**Limitations:** Still in early access behind a waitlist, so you cannot self-serve today; No public dollar pricing yet, which makes budgeting harder; Real-world savings depend heavily on how wasteful your existing prompt patterns are

[Profile (Markdown)](https://openaitools.app/tool/n71.md)

## Frequently Asked Questions

### How do Glean and N71 (tlc.ai) compare in monthly traffic?

Glean has 3,301,875 monthly visits, while N71 (tlc.ai) has 0. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Glean has a month-over-month growth rate of +0.1%; N71 (tlc.ai) has 0%.

### How does pricing compare?

Glean: Contact for Pricing. Contact for pricing. Glean is licensed to organisations based on seats, connectors, and deployment scope, and is evaluated through a demo rather than self-serve purchase. N71 (tlc.ai): Paid, Contact for Pricing. Early access / waitlist. No public list price yet — an invitation includes pricing, usage limits and connection details. The company claims 30%+ lower model costs versus running the same requests without the layer.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) |
| 2 | [Unsloth AI](https://openaitools.app/tool/unsloth-ai) | 887,457 | -17.6% | Free | Open-source, memory-efficient fine-tuning and local model running | [.md](https://openaitools.app/tool/unsloth-ai.md) |
| 3 | [Dust](https://openaitools.app/tool/dust) | 547,217 | +1.8% | Contact for Pricing | Builds collaborative enterprise AI agents connected to company knowledge, but offers less robust out-of-the-box universal search. | [.md](https://openaitools.app/tool/dust.md) |
| 4 | [Treg](https://openaitools.app/tool/treg) | 452,935 | +223.4% | Freemium | One key for 4,100+ agent tools, pay per call | [.md](https://openaitools.app/tool/treg.md) |
| 5 | [Gumloop](https://openaitools.app/tool/gumloop) | 379,557 | -21.1% | Freemium, Paid, Contact for Pricing | Build, share, and control AI agents that actually do the work | [.md](https://openaitools.app/tool/gumloop.md) |
| 6 | [Morph](https://openaitools.app/tool/morph-apply-ai-edits-to-files-fast) | 306,961 | +9.5% | Free Trial, Contact for Pricing | Fast Apply and agent-tuned inference for coding agents | [.md](https://openaitools.app/tool/morph-apply-ai-edits-to-files-fast.md) |
| 7 | [APIMaster](https://openaitools.app/tool/apimaster) | 210,182 | +46.3% | Paid | One OpenAI-compatible key for discounted GPT, Claude and Gemini access | [.md](https://openaitools.app/tool/apimaster.md) |
| 8 | [Portkey](https://openaitools.app/tool/portkey-ai) | 195,650 | -9.4% | Freemium, Paid, Contact for Pricing | AI gateway, observability and guardrails for production LLM apps | [.md](https://openaitools.app/tool/portkey-ai.md) |
| 9 | [Caveman](https://openaitools.app/tool/caveman) | 171,826 | -15.5% | Freemium, Contact for Pricing | Cut AI agent token costs with recoverable context compression and smart model routing | [.md](https://openaitools.app/tool/caveman.md) |
| 10 | [Moveworks](https://openaitools.app/tool/moveworks) | 168,527 | -4.3% | Contact for Pricing | Automates employee IT and HR support requests exceptionally well, but focuses less on general universal document search. | [.md](https://openaitools.app/tool/moveworks.md) |

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Source: https://openaitools.app/compare/glean-vs-n71

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