September 2, 2025
Le Chat. Custom MCP connectors. Memories.
Today, we’re giving you more reasons to switch to Le Chat. The widest enterprise-ready connector directory (beta), with custom extensibility, making it easy to bring workflows into your AI assistant.
Transforming Enterprise Workflows with Seamless AI Integration
Le Chat now offers 20+ enterprise connectors and custom extensibility via MCP, allowing users to integrate AI into existing data, productivity, development, automation, and commerce tools. Coupled with 'Memories' for personalized, context-aware responses, it streamlines operations, boosts efficiency, and ensures data control through flexible deployment options.
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Enterprise Connectors
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Deep Analysis & Enterprise Applications
Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.
Today, we’re releasing 20+ secure, MCP-powered connectors in Le Chat, enabling you to search, summarize, and take actions with your business-critical tools. Le Chat’s connector directory spans essential categories, simplifying how you integrate your workflows in chats.
Le Chat Enterprise Connector Directory
| Category | Tools & Capabilities |
|---|---|
| Data |
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| Productivity |
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| Development |
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| Automation |
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| Commerce |
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Common Workflow Integrations
Summarize Reviews (Databricks)
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Raise Ticket (Asana)
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Review PRs (GitHub)
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Create Jira Issues
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Document Changes (Notion)
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Compare Legal Docs (Box)
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Upload Summary (Box)
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Summarize Jira Issues
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Draft Sprint Page (Confluence)
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Retrieve Payment Insights (Stripe)
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Log Anomaly (Linear)
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Development Task (Linear)
For everything else, you can now connect to any remote MCP server of choice—even if it’s not listed in the Connectors directory—to query, cross-reference, and perform actions on any tool in your stack.
Memories in Le Chat carry your context across conversations, retrieving insights, decisions, and references from the past when needed. They power more relevant responses, adaptive recommendations tailored for you, and richer answers infused with the specifics of your work—delivering a faster, more relevant, and fully personalized experience.
Memory Reliability & Control
100% Accuracy and User ControlMost importantly, you stay in full control—add, edit, update, or remove any entry at any time, with clear privacy settings and selective memory handling you can trust.
Admin users can confidently control which connectors are available to whom in their organization, with on-behalf authentication, ensuring users only access data they’re permitted to.
Flexible Deployment Options
| Deployment Type | Key Benefits |
|---|---|
| Self-Hosted |
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| Private/Public Cloud |
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| Mistral Cloud (Managed) |
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Case Study: Secure Enterprise Deployment
A large financial institution leveraged Le Chat's on-premises deployment combined with on-behalf authentication for connectors. This ensured that sensitive client data remained within their secure network while employees accessed approved business tools via AI, significantly enhancing compliance and data governance without compromising productivity. The ability to control connector access at an granular level was critical for their regulatory requirements.
Calculate Your Potential ROI
Estimate the time savings and financial impact of integrating Le Chat's AI capabilities into your enterprise operations.
Estimated Annual Savings
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Your Path to AI-Powered Transformation
Our proven methodology ensures a smooth, effective, and secure integration of Le Chat into your enterprise ecosystem.
Discovery & Strategy
Collaborative workshops to understand your unique business needs, existing infrastructure, and identify key integration points for Le Chat connectors and Memory implementation.
Custom MCP Integration & Configuration
Development and deployment of custom MCP connectors for your proprietary systems, alongside configuration of security, access controls, and flexible deployment options (on-prem, cloud).
Data Ingestion & Memory Training
Secure ingestion of relevant enterprise data, establishing initial 'Memories' for personalized AI responses, and fine-tuning for optimal relevance and accuracy, with user control at its core.
Pilot Program & User Adoption
Launch of a controlled pilot with key user groups, gathering feedback, iterating on performance, and developing training materials for broad enterprise adoption.
Scaling & Continuous Optimization
Full enterprise rollout, ongoing monitoring of performance, usage analytics, and continuous optimization of AI models and connectors to maximize ROI and adapt to evolving needs.
Ready to Elevate Your Enterprise with AI?
Le Chat is available to all users. Contact our team to explore enterprise deployments, or join our upcoming events.
Explore Le Chat for yourself, or learn more about building with Mistral AI:
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Book Your Free Consultation.
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