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Decision Tool

AI Vendor Evaluation Framework

A vendor-agnostic set of questions that helps buyers avoid being sold—and pause when answers are vague.

What this helps you decide

  • Evaluate vendors on operational reality, not demos.
  • Clarify what happens when accuracy drops or behavior changes.
  • Prevent lock-in surprises (data, workflows, governance).

When to use it

  • You’re comparing chatbot/automation platforms.
  • You want to understand ownership, auditing, and exit costs.
  • You need a framework for procurement conversations.

The framework

Reliability and drift

  • What happens when accuracy drops—how will we know, and what do we do?
  • Can we monitor outcomes without reading every transcript?
  • What changes when the underlying model changes?

Auditability and accountability

  • How do you audit outputs and show why something happened?
  • What logs are available, and for how long?
  • Where do humans override, and how is that captured?

Data and portability

  • Can we extract our data cleanly (inputs, outputs, configurations)?
  • What data do you store, and where is it processed?
  • Can we move to another system without redoing everything?

Workflow assumptions

  • What assumptions does this tool make about our process and roles?
  • Does it require us to change how we work, or can it adapt to our workflow?
  • What work will still be manual after implementation?

Common mistakes

Common mistakes
  • Buying based on a demo that doesn’t match your real data.
  • Ignoring exit strategy until after year one.
  • Assuming “AI features” automatically equal operational value.

What this does NOT answer

  • Which vendor is best (that depends on your workflow and constraints).
  • Whether you should automate a workflow that isn’t stable yet.

Local Focus

Serving Huntsville, Madison, and Decatur across North Alabama and the Tennessee Valley with applied AI automation: intake systems, workflow automation, internal assistants, and reporting. We also support Redstone Arsenal–region vendors and organizations with internal enablement and operational automation (no implied government authority).

Common North Alabama Industries
Home servicesManufacturingConstructionProfessional servicesMedical practicesVendor operations