The 90 Day AI Implementation Cycle for Dealers
QoreAI Editorial
Updated June 2026 · 3 min read
Ninety days is short enough to stay urgent and long enough to actually ship something. QoreAI runs every AI play on a 90 day clock for that reason.
Why 90 days
Annual planning is too slow. Monthly is too short to move behavior. Quarterly maps to OEM reporting, 20 Group meeting cadence, and the way dealer principals already think about the year.
It also forces a portfolio mindset. Three plays per cycle, four cycles a year, twelve plays per year. That pace is sustainable and visible.
Week by week
Days 1 to 7. Assessment, pick three plays, lock the plan. Each play has an owner, a milestone, and a KPI.
Days 8 to 30. First milestone. Tool access, training, and the first real run. Most failures happen here. Surface them.
Days 31 to 60. Second milestone. The play should be running on a weekly cadence, not as a special project. Measure against the KPI.
Days 61 to 90. Third milestone. Decide: scale, modify, or kill. Document the call and present it to the group.
Where dealers get stuck
Picking too many plays. Five is not better than three. It is worse.
Assigning plays to whoever has the most bandwidth. The right owner is the person closest to the KPI, even if their plate is already full.
Skipping the kill decision. A play with no measurable lift after 90 days should be killed publicly, in the group. Otherwise the next cycle inherits the noise.
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FAQ
What if my 20 Group meets every four months, not every three?
Run a 120 day variant. The principle is the same: a short enough clock to stay urgent, a long enough one to ship.
Can I run more than three plays per cycle?
Technically yes. In practice, dealers who try five end up shipping zero. Three is the right number.
What happens at the end of the cycle?
Each member presents their three plays at the next 20 Group meeting: what worked, what did not, what they will run next. QoreAI generates the deck.