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On discovery, back offices, and where AI actually helps.

We don’t publish often — only when there’s something concrete to say. What’s here tends to cluster around a few threads: finding out what to build before anyone writes code, putting AI inside real workflows (inboxes, order desks, quotes), connecting the systems you already pay for, and the build-or-buy calls operators face every month. Written for people who run the work, not for developers chasing trends.

Showing 1–4 of 4 in ai

A customer-services agent at her desk reviewing an AI-drafted reply on screen, finger hovering over the send button.

AI in customer services: a draft on every reply

How AI changes the shape of a customer-services inbox — reading inbound messages, looking up the customer and order across your systems, and putting a draft reply in front of a person who still presses send.

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A scanned purchase order on the left of a monitor, beside a clean structured-data view of the same document — line items extracted, products matched against the catalogue, exceptions flagged.

AI for document understanding: POs in, structured data out

Purchase orders, supplier price lists, delivery notes — the documents your back office still re-types by hand. How AI plus a few well-chosen MCP lookups turns the order desk from a typing job into a judgement job, with humans on the exceptions.

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A salesperson reviewing an AI-drafted quote on screen — line items, prices, stock indicators and lead times all assembled from internal systems, ready for her to set the margin and send.

AI for the back office: drafting quotes from your own data

The outbound mirror to the two inbound AI posts. How AI assembles a draft quote from your own data — customer history, contracted pricing, stock, lead times — and lands it on the salesperson's desk. They set the margin and press send. With a look at where this naturally leads next: customer and quote portals.

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A B2B customer logged into a clean portal on her laptop, looking at her account's open orders, recent invoices and a draft quote awaiting her approval — coffee mug beside her.

Customer & quote portals: where customers do the work themselves

The natural follow-on to the AI-drafted quotes post. What a portal actually is, where AI sits inside it, and the awkward bits nobody mentions until you're three months in — pricing visibility, the self-service/human boundary, and how to roll one out without upsetting customers who love email.

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