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13 July 2026

Pilot Playbook: Choosing Your First Compliance Workflow

SDS triage, questionnaires, or change control, which first? A decision guide for SMEs starting AI-assisted compliance without over-scoping.

pilots · SDS · questionnaires

Choosing the first workflow determines whether your pilot produces learning or politics. Pick poorly, and the tool gets blamed for a process that was never ready.

Option A: SDS revision triage

Choose this if: document volume is high, specialists spend hours reading deltas, and release SLAs slip.

Strengths: clear inputs/outputs, easy to sample for quality, fast time-to-value.

Watch-outs: supplier data quality issues can dominate; fix intake rules in parallel.

Option B: Customer questionnaire drafting

Choose this if: sales cycles stall on compliance packs and answers are repetitive across customers.

Strengths: visible commercial ROI, strong executive attention.

Watch-outs: external send risk is higher: require stricter approval gates and source binding.

Option C: Change-control impact checks

Choose this if: formulation/packaging changes frequently create missed downstream updates (SDS/label/ERP).

Strengths: attacks root cause of inconsistency.

Watch-outs: more stakeholders; longer pilot setup.

A scoring method

Score each option 1–5 on:

  • Volume pain
  • Data readiness
  • Expert availability for review
  • Blast radius if wrong
  • Commercial visibility

Prefer high pain + high data readiness + low blast radius for pilot one. Save high blast-radius workflows for after trust is earned.

Charter checklist

Whatever you pick, write down:

  • In-scope case types
  • Out-of-scope decisions
  • Success metrics
  • Approvers
  • Data handling rules
  • Go/no-go date

Recommendation pattern we see often

For many chemical SMEs, SDS revision triage is the best first pilot: contained risk, obvious time sink, and natural expansion into labeling reconciliation later. Pharma teams sometimes prefer questionnaire drafting with tighter export controls, if commercial delay is the burning platform.

Pick one. Instrument it. Learn. Then expand.