Frequently asked questions
The questions I hear most often, answered one by one. If yours isn't here, write to me using the contact page.
You mention GTM Engineer: what is it, and is it your job title?
It is not my title, it is a way of working I practise. I am an entrepreneur, a salesperson by nature and an engineer by method, and I use AI and automation to turn service excellence into systems. A GTM Engineer (Go-To-Market Engineer) designs and installs the systems that move a prospect through to a sale, then a client through to loyalty: a first reply within minutes, qualification, appointment booking, follow-ups, case tracking, handover to the salesperson. For a company, it changes where revenue leaks unnoticed: the request left waiting, the quote never chased, the appointment nobody attended. Those leaks become visible, measured, then handled by a system instead of resting on the team's memory.
Will you replace my salespeople?
No. The salesperson keeps the relationship, the negotiation and the decision. The system takes what gets lost for lack of time: the first reply, the follow-ups, the appointment booking, the case tracking. The salesperson receives the gathered context and a proposed next action; they decide. Every sensitive decision keeps a human owner and an explicit escalation path.
AI consultant, automation agency or you: what's the difference?
The AI consultant starts from the technology and recommends. The automation agency sells hours and workflows on demand. I start from the customer journey and the pipeline: which journey loses requests, where and how many. I build the system, install it in your tools, then operate and measure it. What can't be measured isn't promised.
Who is GoToRev for?
Coaches, consultants, digital agencies and creators who produce content and have an offer to sell. That includes solo founders and small teams. Some sell through calls; others sell courses, products or communities directly.
Does the subject of my business matter?
The way your business works matters more than your topic: content, expertise, an offer and a relationship with an audience or clients. Fitness, business, finance, tech or another subject can fit. It does not make every company in those sectors a GoToRev client.
What proof can I see?
I show my own builds and demonstrations. Client names and measured results are published only after delivery and with permission. A demonstration is not a client result.
What exactly are we buying?
A system built around a specific business problem: missed enquiries, forgotten follow-ups, manual onboarding or client support, for example. Scope, responsibilities and the result to measure are agreed before building. GoToRev explains the current offer.
What is an "AI execution system"?
The name I give the category: an operational layer between your existing tools and human work. It follows a case end to end and triggers the right action at the right time, with the necessary context and explicit human control. What sets it apart from a chatbot on a website or yet another dashboard is what it does: act, follow up, escalate.
Couldn't we just build this ourselves?
Part of it, yes. An assistant wired to an inbox, a no-code scenario put together internally: that can be done in-house, and it helps.
The difference shows up when volume rises and the awkward cases arrive: the request with two intents, the one outside your scope, the one that looks like a request but isn't. You then need a guardrail able to say "I don't know" and hand back control, a trace of what happened, and a measurement. Without those it isn't a system: it's a demo that works until the day it doesn't, with nobody noticing.
What does it cost?
The price depends on the problem, the tools involved and the agreed scope. GoToRev is the reference for the current offer and how an engagement runs.
How long does it take?
Timing depends on scope, access to the tools and the work needed. The plan and acceptance criteria are agreed before building. Describe your situation to GoToRev.
Our teams won't adopt it.
That is risk number one, and it is treated as such. These systems don't ask teams to change tools or methods: they prepare the work (context gathered, request qualified, next action proposed) and leave the decision to the human.
User training is part of the pilot. And a system a team works around is a badly designed system: it shows up in the metrics, and it gets fixed.
Do we need to change our CRM / DMS / ERP?
No. The system sits between your existing tools, with minimal integrations in a first pilot. Replacing your existing software is never a prerequisite.
What happens to our data?
Systematic minimisation: only the data needed for the journey at hand is used, with a defined purpose and retention period. No sensitive data collected without justification. Human control and traceability are part of the product.
Do you work with our competitors?
Confidentiality is absolute: a client's data, rules and specifics never leave their system. Market exclusivity, on the other hand, is negotiated in the contract, depending on scope, territory and commitment.
How will we know it works?
We choose metrics that match the problem: relevant leads, sales conversion, attended appointments when you sell by call, client activation or renewals. The starting point is measured before a pilot. Revenue effects need evidence, not a promise.
What if the pilot delivers nothing?
Scope and acceptance criteria are written before anything starts, and the pilot is designed to be stopped cleanly. That is also the point of a measured baseline: no pilot is launched without a metric that can move, and without knowing what it is compared against. If the numbers don't follow, I say so.
What if you disappear?
The agreed scope defines ownership, documentation, handover and any ongoing support. Operating procedures, failure cases and the way to hand back control must be clear enough for the system to run without depending on one person’s memory.
Where are you based? Do you work on site?
Marseille, France. Work is mostly remote, with travel when the ground requires it: scoping, key reviews, moments that matter. Terms are set during scoping, depending on the scale of the project.
What is this website, exactly?
My personal website: my background, articles and build notes. It also links to GoToRev and my YouTube channel.