From Prompt to Production: A 90-Day AI Consulting Playbook for Mid-Market Companies

Why 90 days, not 90 weeks

Most AI consulting engagements stall because the scope is too wide. A 90-day plan forces a single, measurable outcome — and gets the organization comfortable with shipping AI to real users before sentiment cools.

Days 1–15: Discovery and the single bet

The first two weeks are not workshops. They are interviews with the five people whose work would change most if AI worked. The deliverable: one workflow, one KPI, one owner.

We look for workflows that are:

• High frequency (runs daily, not quarterly)
• Currently done by humans with structured inputs
• Measurable in dollars saved or revenue added

Days 16–45: Build the smallest thing that proves it

A working prototype on real production data inside the first 45 days. No slide decks, no architecture diagrams the business won't read. Typical builds at this stage:

• Retrieval-augmented chat over internal documentation
• Automated triage of inbound support tickets
• AI-drafted sales emails from CRM context
• Computer vision quality checks at the end of a production line

Days 46–75: Pilot with one team

Roll out to a single team of 5–15 people. The goal is not adoption — it is honest feedback. Instrument every interaction. Read the failure cases weekly.

Days 76–90: Production hardening and handover

Failover, auth, rate limiting, audit logs, cost monitoring, and a written runbook for the in-house team. We leave a system the client owns — not a black box only the consultant can touch.

What a good outcome looks like

By day 90 a mid-market company should have:

• One AI workflow in production used by real employees daily
• A measured baseline and a 60-day delta on the chosen KPI
• An internal champion who can extend the system without us
• A roadmap of the next three bets, ranked by ROI

The most common mistake

Treating AI as a tool procurement decision. The unlock is workflow redesign — the model is the easy part.

Book a free AI consulting discovery call.