CROSS-TOOL COLLABORATION DATA

Collaboration Workflow Intelligence

Cross-tool operational data from collaboration systems. Entity-resolved into a unified schema for AI training and workflow evals.

MULTI-TOOLJSON, ParquetReal-time streaming or daily batch

Overview

Tool coverageChat, mail, docs, projects, calendar
Event types40+ normalized across sources
Entity resolutionUser, team, org, document, task
RefreshReal-time or hourly batch
DeliveryS3, REST API, Webhook
SchemaUnified collaboration activity graph
DeliveryS3, REST API, Webhook

What's included

Communication Fabric

Messages, threads, mentions, and meeting activity across chat and mail. Normalized author, thread, and channel identifiers.

Document Graph

Document creation, edits, comments, and share events across collaboration storage. Link-level traversal with access context.

Task & Project Graph

Task assignments, status transitions, and project movement across project-management tools. Timestamped for replay-safe evals.

Application

Grounded training data for workflow agents

Real team behavior — who pings whom, which docs get referenced, how tasks move — as ground truth for agents that have to operate inside real companies.

Workflow evals with verifiable outcomes

Point-in-time snapshots let evals check whether an agent would have matched what a real team did, not what a synthetic benchmark assumes.

Unified retrieval surface for internal AI

A single normalized activity graph across mail, chat, docs, and tasks. Drop-in substrate for enterprise copilots and org-level search.

Request trial access.

90-day trial with restricted scope for evaluation. No commitment required.