During the [1], Mark demoed an internal client intelligence tool built on a vector database. The tool ingests all internal communications across every platform and uses AI to surface sentiment analysis, risk flags, and activity trends — enabling proactive client management without manually reviewing hundreds of documents.
This tool represents a significant operational capability: account managers can get a real-time read on client health across their entire book of business in minutes rather than hours.
The system ingests and indexes communications from:
Documents are chunked and stored in a vector database, which enables semantic search — you can ask natural-language questions like "when did we last discuss X?" or "what did the client say about Y?" and the system retrieves relevant chunks across all sources.
For each client, the tool analyzes the last 30 days of communications and produces:
Example from the demo: The tool flagged [2] as having critical issues — Google Ads verification stalled for 12+ months, repeated design asset delays, 132 SEO warnings, and sporadic blog execution — despite an overall positive sentiment score. This surfaced actionable blockers that weren't visible from meeting notes alone.
Each client has a communication activity view showing:
Low activity periods are immediately visible — useful for spotting clients who have gone quiet, which can be an early churn signal.
A chronological feed of all communications for a given client. From this view you can:
A "search and ask" interface is being built to allow freeform queries across all client data — e.g., "What did Overhead Door say about their competitor last month?" or "When did we last send a report to Aviary?"
| Use Case | How the Tool Helps |
|---|---|
| Weekly client prep | Pull a 7-day summary before each meeting instead of re-reading email threads |
| Churn risk detection | Sentiment flags surface dissatisfaction before the client raises it directly |
| Account handoffs | New AM can get up to speed on relationship history quickly |
| Reporting | Copy Markdown summaries directly into Google Docs for client-facing reports |
| Accountability | Overdue deliverables and blockers are surfaced automatically from ClickUp + email |