AI buying has a weird rhythm where week one is optimism, week two is demos, week three is “we’ll run a pilot,” and by week six you’re staring at three similar options and a longer spreadsheet than you wanted. Humm that solution looked cool! but missing success criteria, fuzzy constraints, and a solution that looks great but collapses under security, data, and day-to-day adoption, will might break the process

A little of “home work” first

Before you book another demo, get specific on three things.

First: what process are we improving? (ticket replies, campaign briefs, sales forecasting, invoice matching).

Second: what does “worked” mean? Pick one primary metric such for example time saved, cost reduced, conversion lift, accuracy/quality and one backup.

Third: what’s non-negotiable? Data access, compliance, integrations, budget, languages, permissions.

Do this upfront and a lot of AI Solutions will drop off the list on their own.

Checklist 

For each solution, check this list. If you can’t get a clear “yes,” it’s a risk.

Fits the exact use case (not a generic demo)
Works with your stack (SSO + key integrations)
Clear data rules (where data goes, retention, access)
Security is provable (docs, controls, answers)
Roles & permissions exist (not “everyone can”)
Audit logs are available (traceable actions)
Actions are controlled (guardrails/approvals)
Quality is measurable (basic evals / test set)
Safety is handled (prompt injection isn’t ignored)
Monitoring exists (failures + drift, not just usage)
Time to value is weeks (with a plan)
Year-1 cost is clear (license + setup + run)

Shortcut: if it can’t pass security/data or it can’t fit your stack, stop wasting time and move on.

Quick test

Pick up 3 tools and score each line 0–3 (0 = no, 3 = excellent). Keep it fast, your goal is to find a clear winner in the game. 

Solution A: 

Use case fit: __ /3

Integrations: __ /3

Security + data: __ /3

Permissions + logs: __ /3

Quality (evals): __ /3

Time to value: __ /3

Total cost (year 1): __ /3

TOTAL: __ /21

Evaluate the other two using the same template. 

If your calendar is full of demos, at Initive, we help you shortlist vetted AI solutions based on your stack and your goal, using detailed profiles that surface the essentials, security, integrations, permissions, data handling, pricing signals, and real use cases. so you can move from “maybe” to a decision.

👉Start exploring