The buyer reality
A senior partner at a $14 billion wealth advisory firm told me, "ninety percent of our data is in Outlook. The other ten percent is in email, is in the file servers like the folders that we sent you, or it's in Adapar." Another partner at the same firm said, "it's mostly like email and files, this is the big opportunity for sending an email and put it in a way that it's actually much more accessible, much more, and that we can mine that information."
A logistics operator at Rhenus said her customers reach her through every channel: "hasta por WhatsApp, hasta por WhatsApp." A peer in her position added: "si yo le digo al cliente que no lo va a procesar por WhatsApp, me cambia." Forcing the channel change loses the customer.
The knowledge that runs the business does not live in the CRM the firm paid for. It lives in inbox threads, WhatsApp audios, and the file server folder where someone dropped the contract three years ago. Nobody indexed it. Nobody promised it would be findable. Yet every Monday a partner asks "have we ever done a presentation on this? Who's done this?" and the answer requires a fishing trip.
Declaring a new system
Force the team to log everything in Salesforce. Force clients onto a portal. It does not work. People route around the friction. The data goes back to the inbox.
Ingestion
You do not move the conversations. You ingest them. The system reads the channels customers already use, parses the threads into structured notes, and stores them in a knowledge base your team can query. The conversation channels stay the same. The institutional memory becomes searchable.
Email pipeline
I connect Claude to your Outlook or Gmail with a Skill that knows your domain rules. Which folders, which dates, which counterparties. Authorized email threads get processed into structured notes that go into a searchable knowledge base. The originals stay where they are. Compliance still owns the inbox. See how I keep your email private and compliant for the controls a regulated firm needs.
WhatsApp pipeline
You export the relevant chats. The Skill reads the export, parses messages and audios with transcription, and converts them into the same structured notes. Customer-facing WhatsApp accounts can be connected via the WhatsApp Business API for live ingestion when the volume justifies it. The Grupo Lyown Victoria agent works exactly this way for legal lead qualification in production.
For attachments, PDFs and screenshots get parsed into text the Skill can read. A construction foreman's WhatsApp photo becomes a daily site report.
The queryable layer on top
A partner can ask "what did we tell this family about private credit in 2023?" and get the actual prior message with the source thread, in seconds. A new analyst onboards in days, not months, by reading what the firm has already said. The clients keep doing what they were already doing. Your team gets the institutional memory back.
See what happens once the knowledge is searchable (the next quarterly report writes itself), and how the pattern plays out for wealth firms mining Outlook or distributors handling WhatsApp orders into the ERP. If you operate in South Florida, the local cuts are at AI for wealth management in Miami (Brickell Outlook mining) and AI for law firms in Miami (the WhatsApp intake pattern Grupo Lyown runs).