Internal AI Enablement for Mid‑Size Enterprise
We need multi-tenancy. We have Multiple teams. Multiple use cases. We measure success. AI is the new buzzword, but how do you actually roll it out without chaos? This is your sanity check.
Context / Need
A 200‑person company wants to sprinkle AI on everything—but compliance, legacy systems, and committee meetings say otherwise. They need a sane path to roll out AI tools without sparking an audit frenzy.
Main Actors
- CTO & Security Lead – partners in paranoia.
- Product & Engineering Teams – chasing delivery deadlines.
- Internal Compliance Office – armed with red pens and policies.
Impact Timeline
| Horizon | Outcome |
|---|---|
| Immediate (Week 0‑2) | Controlled AI sandbox for pilot teams; no one gets fired for a rogue API key in prod. |
| Mid‑Term (Quarter 1‑2) | Company‑wide roll‑out; measurable drop in cycle time and support tickets. |
| Long‑Term (Fiscal Who‑Knows) | Either a glorious case study… or a cautionary tale cited in future board decks. At least legal slept better at night. |