Question 1

What does Vert AI actually build?

Accepted Answer

Vert AI fixes costly workflows by redesigning the process and building the production system around it: reliable data, integrations, models or rules, evaluation, human review, escalation, monitoring, measurement, and the interface people use to operate the work.

Question 2

Who is Vert AI built for?

Accepted Answer

Vert AI works primarily with operations-led mid-market companies that have a high-value recurring workflow, an accountable owner, accessible data, and an operating result that can be measured before and after the change. Founders, executives, operators, and data leaders are typical sponsors.

Question 3

What makes a workflow system production-ready?

Accepted Answer

Reliable inputs, defined system boundaries, acceptance tests, human authority, escalation and rollback, observability, privacy and security review, an operating owner, and a baseline for adoption and business value.

Question 4

Where should a company start?

Accepted Answer

Start with one recurring workflow where delay, manual effort, inconsistency, error, service friction, or constrained capacity already has a visible cost. Define the baseline and compare AI with process redesign, rules, purchased software, and no build before choosing a technology.

Question 5

Do we need perfect data before starting?

Accepted Answer

No. The first scope does need to identify usable sources, missing or unreliable fields, access constraints, owners, and the controls required to prevent weak data from becoming an automated error.

Question 6

How is value measured?

Accepted Answer

The baseline is chosen before the build. Depending on the workflow, it may include cycle time, throughput, review effort, exception rate, quality, adoption, cost, capacity, service levels, margin, or a defensible proxy for decision quality.

Question 7

Where can Vert AI’s production patterns apply?

Accepted Answer

Vert AI publishes detailed guides for retail and ecommerce, consumer goods, and franchise or multi-location operations. The same production patterns can apply to manufacturing and distribution and professional and B2B services when the workflow, data, accountable owner, controls, and measurement case are clear.

Question 8

How does delivery work?

Accepted Answer

Guillaume leads scoping and key technical decisions. Vetted specialists may contribute where the scope requires them. Work is phased, with optional support and improvement after a system enters production.

Vert AI builds production AI systems for high-value workflows and recurring decisions.