Most AI consulting starts with the wrong question, and ends with the wrong answer.

The wrong question

Walk into almost any AI consulting pitch in 2026 and you will hear the same opening question. “Where in your business do we automate?” The pitch decks that follow have all been generated by the same five templates, use the word transformation forty times, and quote McKinsey on the size of the prize.

The right question, the one we ask first, is the opposite. What about your business is already working that nobody else has noticed? The answer is almost always more interesting than the people inside the business realize. A 96 percent twenty-year retention rate sitting on top of a single phone call the founder makes every January. An ops team that quietly built a triage system that keeps response times under 12 minutes for fifteen years. The operational poetry of a business is rarely written down, rarely measured, and almost never the thing the AI consultant arrives ready to talk about.

What old Jaffa teaches

Yaffo is the Hebrew name for one of the world's oldest continuously inhabited ports. Around it, beginning a little over a hundred years ago, a modern city grew. Tel Aviv. The two cities are now legally one. What is striking, when you walk between them, is that nobody knocked anything down to make it possible. The old port was not transformed. It was joined.

This is the metaphor that organizes everything we do. AI is the new city. Your business is old Jaffa. The job is not to bulldoze. The job is to build the connection.

Three principles

First principles thinking. Every engagement starts with one question. What is your business actually trying to do? Not what tools your competitors use, not what the AI vendors want to sell. We work from the goal back to the smallest, sharpest intervention that gets you there. Often the answer is much smaller than the buyer expected. That is the point.

Pragmatism. We ship in weeks, not quarters. Every recommendation we make has a price, a timeline, and a metric attached. If we cannot tell you what success looks like before we start, we will not start.

Layer, do not replace. AI sits on top of and inside your existing operations. We add a new floor to the building. We do not knock the building down. The institutional knowledge of your business, the relationships, the rhythms, the unwritten rules, those things are the foundation. Built carefully, the upper floor makes the foundation more valuable, not less.

The audit no consultancy publishes

The single piece of work we do that is most distinctive is what we call the “left alone” section of every engagement. A short written document, delivered alongside our recommendations, listing the operational practices we considered AI-augmenting and consciously decided not to. The annual founder phone call. The hand-written cards. The final inspection by a master craftsman. When you remove these rituals, the business loses something it cannot replace. A consultancy that cannot articulate what it would not touch is a consultancy that has not really thought about what it would touch.