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AI Leadership Operations / 05

Should we actually pursue this tool?

A simple verdict, a duplicity check against the tools you already use, and the considerations to weigh before you buy.

About this tool

About the AI Tool Evaluation Framework

The average mid-size company is now evaluating 4–8 AI tools per quarter and buying without a framework. The AILOS AI Tool Evaluation Framework gives you a structured verdict: buy, pilot, or pass. Enter the tool category, criticality of the workflow it touches, whether it overlaps with tools already in your stack, integration cost, switching risk, and data-sensitivity. The model returns a verdict, an overlap warning if you're stacking redundant capability, and a list of considerations to weigh before you sign — security, vendor lock-in, model-provider concentration, and the seven other questions most procurement processes skip. Use it before any new AI license over $10k/year, before consolidating an existing stack, or before responding to a procurement request for an AI vendor.

When to use it

  • Evaluating a new AI tool before procurement
  • Auditing an existing AI stack for redundancy
  • Responding to a vendor pitch from sales
  • Consolidating overlapping tools at renewal
  • Building a shortlist for an AI RFP

Frequently asked

How do I know if two AI tools overlap?+

The framework flags overlap when more than 60% of the use-cases are shared. Overlap doesn't always mean kill one — sometimes specialization is worth the redundancy — but it should be an explicit decision, not an accident.

What's the most-missed consideration?+

Model-provider concentration. If three of your AI tools all sit on the same foundation model, an outage or pricing change at that provider hits you three times. The framework surfaces this directly.

Is this just for SaaS AI tools or also for internal builds?+

Both. For internal builds, set tool cost to the loaded engineering cost of the build and integration cost to zero. The verdict logic doesn't change.

Related tools

Your numbers

Criticality of outputError blast radius
Data sensitivity

Saved automatically.

$68,266

Green light. About $68.3K a year of net value, no overlap with what you already have.

Clear net value, no overlap, manageable risk.

Show the mathPursue
Hours-saved value / mo$5,889
Tool cost / mo$200
Net / mo$5,689
Net / yr$68,266
CategoryWriting & comms
Risk profileStandard

Do this next

  1. 01

    Name a single owner and a 30/90-day review date before signing.

    Owner · Owner
  2. 02

    Document what data is allowed in (and what isn't) before any real work flows.

    Owner · Owner
  3. 03

    Set a usage target by week 8 — if it's not met, cut seats, don't add them.

    Owner · Owner

Save & track this scenario

Create a free account to save this run, then have the coach follow up on how it landed.

Save it →
Tool duplicity check

List your existing tools in the input panel to check for overlap with what's already in your stack.

Why this answerBaseline read

This tool for writing & comms, across 8 people.

Hours-saved value runs about $5,889/mo against $200/mo in cost — net $5,689/mo. No overlap with the tools already in use.

Clear net value, no overlap, manageable risk.

Watch-outs
  1. 01

    Name a single owner and put a 30- and 90-day re-evaluation on the calendar now.

  2. 02

    Document what data is allowed in and what is not — share it with everyone with a seat.

How to defend itTalking points + export
  • 8 people × 2 hrs/wk × $85/hr × 4.33 wks = $5,889/mo value.
  • Cost: $200/mo → net $5,689/mo ($68.3K/yr).
  • No tool-stack overlap on this job.
  • Sensitivity: internal. Criticality: medium. Standard risk profile.
  • Verdict: Pursue — Clear net value, no overlap, manageable risk.

Advisory only — a structured recommendation based on your inputs, not legal, security, or procurement advice.