context
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Gmail logocommunication

Context + Gmail

Unlock the institutional knowledge trapped in email threads -- client communications, vendor negotiations, and approval chains connected to your entire enterprise context.

Critical business context lives in email threads that no other tool captures. The vendor negotiation that shaped a contract, the client escalation that changed a product roadmap, the executive approval chain that greenlit a strategic initiative -- these communications contain institutional knowledge that disappears when employees leave or threads get buried under volume.

Context connects your Gmail environment to the rest of your enterprise toolchain through privacy-aware selective indexing. Rather than scanning personal inboxes, Context indexes shared mailboxes, designated business accounts, and explicitly opted-in communication channels. Email threads are linked to related documents in Google Drive, tickets in Jira, conversations in Slack, and records in Salesforce -- building a complete picture of how decisions were made and communicated.

Because Context deploys entirely on your infrastructure, email content is processed and stored within your network boundary. No email data is transmitted to external servers. Organizations in regulated industries -- financial services firms subject to SEC communication retention requirements, healthcare organizations under HIPAA, legal firms protecting attorney-client privilege -- can unify their email knowledge without compromising compliance or confidentiality.

Key Capabilities

  • 01Thread-aware email indexing that preserves conversation structure, reply chains, and forwarding context -- treating email threads as coherent knowledge units rather than isolated messages.
  • 02Attachment content extraction that processes documents, spreadsheets, presentations, and PDFs attached to emails, linking attachment content to the conversation context in which it was shared.
  • 03Contact-entity mapping that identifies people mentioned in emails and links them to the same entities across your connected tools -- connecting a client mentioned in an email thread to their Salesforce record, support tickets, and shared Drive folders.
  • 04Label and folder-based organization support that preserves your existing email taxonomy, enabling Context to respect organizational categorization when surfacing search results.
  • 05Privacy-aware selective indexing that targets shared mailboxes, distribution lists, and explicitly opted-in accounts -- ensuring personal email remains private while business communications become discoverable.
  • 06Compliance-ready archival integration that works alongside Google Vault and third-party archival solutions, respecting legal holds and retention policies during indexing.

Use Cases

Client Relationship Intelligence

Before a client meeting, account managers typically search through fragmented email threads, CRM notes, and shared documents to reconstruct the relationship history. Context eliminates this manual assembly by automatically surfacing the complete client context -- recent email exchanges, the contract negotiation thread from last quarter, the Drive folder with signed agreements, the Slack channel where the delivery team discusses their account, and the Jira board tracking their feature requests. Account managers walk into meetings with full institutional context instead of partial recollections.

Procurement Knowledge Recovery

When renegotiating a vendor contract, procurement teams need to understand the original negotiation context -- what concessions were made, what alternatives were evaluated, and what pricing benchmarks were discussed. This knowledge typically lives in email threads between procurement leads, legal counsel, and vendor representatives. Context links the original negotiation emails to the signed contract in Drive, the budget approval in the finance Slack channel, and the vendor evaluation spreadsheet -- providing complete procurement intelligence for every renewal cycle.

Institutional Knowledge Preservation

When a senior employee leaves, years of institutional knowledge embedded in their email communications leaves with them. Critical vendor relationships, informal agreements, historical context about why decisions were made -- all trapped in an inaccessible inbox. Context indexes business communications proactively, ensuring that relationship context, decision rationale, and negotiation history are preserved in the knowledge graph regardless of personnel changes. New team members inherit the institutional context they need to be effective.

Cross-Functional Decision Traceability

Major enterprise decisions involve email chains spanning multiple departments -- legal review, finance approval, executive sign-off, and operational planning. When questions arise months later about why a decision was made, teams struggle to reconstruct the approval chain. Context links email approval threads to the related documents in Drive, the implementation tickets in Jira, and the announcement in Slack -- creating an auditable decision trail from proposal to execution.

How It Works

SOURCEGmailGoogle DriveSlackSalesforcePROCESSINGContext EnginePROCESSINGKnowledge GraphOUTPUTAnswers

Security & Compliance

SOC 2 Type IISOC 2 Type IIGDPRGDPRHIPAAHIPAAISO 27001ISO 27001

Deployment Options

DEPLOYMENT ARCHITECTURE

YOUR INFRASTRUCTUREOn-PremiseK3s / K8s / Bare MetalAPI ServerKnowledge GraphLLM (Ollama)PostgreSQLYour VPCAWS / Azure / GCPEKS ClusterKnowledge GraphKubeAI (GPU)S3 / BlobKARPENTER: GPU SCALE-TO-ZEROAir-GappedNo Internet RequiredAPI ServerKnowledge GraphOllama / MLXLocal StorageYOUR DATA NEVER LEAVES YOUR INFRASTRUCTURE

Frequently Asked Questions

Does Context read personal email?

No. Context uses privacy-aware selective indexing by default. Only shared mailboxes, distribution lists, and explicitly opted-in accounts are indexed. Personal inboxes are excluded unless the individual mailbox owner explicitly grants access. Context provides granular controls for Google Workspace admins to define exactly which mailboxes are in scope for indexing.

How does Context handle email privacy and compliance?

Context deploys entirely on your infrastructure -- no email content leaves your network. The system integrates with Google Vault for legal hold compliance and respects retention policies. For regulated industries, Context supports audit logging of all access to indexed email content, and administrators can configure data retention rules that align with organizational and regulatory requirements.

What email content does Context extract?

Context indexes email message bodies, subject lines, sender and recipient metadata, timestamps, thread structure (replies, forwards, CCs), and attachment content. Attachments are processed for full-text extraction including documents, spreadsheets, presentations, and PDFs. Calendar invitations and automated notifications can be filtered out based on configurable rules.

Can Context work alongside Google Vault?

Yes. Context is designed to complement Google Vault rather than replace it. Vault handles legal compliance, retention, and eDiscovery. Context handles knowledge discovery and cross-tool relationship mapping. Context respects Vault legal holds during indexing and does not interfere with retention policies. The two systems serve different purposes and operate independently.

Does Context support on-premise deployment for Gmail integration?

Absolutely. On-premise deployment is a core capability of Context. The Gmail integration works identically whether Context is deployed on bare metal servers, in your private cloud VPC, or in hybrid environments. The only external connection required is API access to Gmail servers for email retrieval. All content processing and storage occurs within your network boundary.

How does Context handle high-volume email environments?

Context processes emails in parallel across multiple worker threads and supports configurable indexing priorities. Organizations can prioritize shared mailboxes and customer-facing accounts for initial indexing while background-processing lower-priority archives. Incremental sync processes new emails within minutes of delivery regardless of mailbox volume. Enterprise deployments routinely handle mailboxes with hundreds of thousands of messages.

Setup Overview

Deploy Context on your infrastructure using Helm or Docker Compose. Configure a Google Workspace service account with Gmail read-only access scoped to the shared mailboxes, distribution lists, or designated accounts you want indexed. Context provides an admin interface for selecting which mailboxes to index and which to exclude. Provide the service account credentials through the admin dashboard or environment configuration. Initial indexing begins automatically -- processing speed depends on mailbox volume, but most organizations complete initial sync within hours. Personal inboxes are excluded by default and require explicit opt-in from the mailbox owner.

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