Check 01
Business number
The workflow is tied to revenue, margin, speed, capacity, conversion, retention, customer experience, rework, or decision quality.
ADA Deployment Standard
AI does not create business value because it is installed. It creates value when it improves a workflow tied to revenue, margin, speed, capacity, conversion, retention, or customer experience.
Doctrine
A company should not buy another model, agent, chatbot, automation, or dashboard until it can name the workflow that should change and the number that proves the change mattered.
Governance and control matter, but they sit behind the deployment decision. The first question is commercial: where is work slow, missed, expensive, capacity-constrained, or damaging the customer experience?
The Eight Checks
Check 01
The workflow is tied to revenue, margin, speed, capacity, conversion, retention, customer experience, rework, or decision quality.
Check 02
The repeated event that starts the work is clear enough to test against real records.
Check 03
The forms, calls, CRM fields, notes, reports, policies, or examples AI must read are named before build work starts.
Check 04
AI prepares, classifies, summarizes, drafts, routes, checks, or scores. It does not quietly become the accountable decision-maker.
Check 05
A person reviews the output before it reaches customers, changes records, creates commitments, or affects money.
Check 06
The workflow knows when to pause because evidence is missing, confidence is low, the request is unusual, or the risk is material.
Check 07
The result is measured against a baseline, not against enthusiasm for the demo.
Check 08
The workflow expands only after correction logs, exceptions, adoption, and business impact are reviewed.
What ADA Evaluates
Missed leads, slow follow-up, proposal delays, churn risk, and expansion signals that arrive too late.
Handoffs, onboarding, reporting, document chasing, CRM cleanup, and review loops that consume capacity.
Whether AI should summarize, draft, classify, score, route, check, or stay out of the workflow.
Which outputs need review because they affect customers, money, records, legal terms, or trust.
Standard Artifacts
A diagnostic for how prepared the company is to choose and use AI responsibly.
OpenThe question set ADA uses to decide whether a workflow is ready for AI-assisted deployment.
OpenThe operating detail that should exist before a workflow moves from idea to build.
OpenApplications of the standard across lead capture, proposals, onboarding, reporting, customer success, and operations.
OpenThe commercial intake path for pressure-testing one workflow before another tool is purchased.
OpenApply the standard
Bring one slow, missed, expensive, or capacity-constrained workflow. ADA reviews the leak, evidence, AI role, review point, and business number it should move.