How to Run a Four-Week Compliance Automation Pilot

Most compliance automation projects fail for the same reason: they start as platform selections instead of workflow experiments. A four-week pilot forces clarity. You pick one painful process, instrument it, and learn whether assisted automation reduces cost without increasing exposure.

Week 0: Choose the right first workflow

Good first workflows share four traits:

• High volume or high waiting time
• Clear inputs and outputs (documents in, decision/note out)
• Existing expert reviewers who can judge quality
• Limited blast radius if something is wrong (internal review before customer/regulatory use)

Strong candidates: SDS revision triage, customer questionnaire first drafts, discrepancy lists between SDS versions, or intake completeness checks.

Avoid starting with full dossier authoring or unsupervised external responses.

Week 1: Baseline and guardrails

Before turning anything on:

• Measure current cycle time and specialist hours for 20–50 recent cases
• Define the approval path and who may release outputs
• Agree what data may leave your environment
• Write a one-page “pilot charter” with success criteria

Example success criteria: 40% reduction in first-pass reading time, no increase in critical misses on a sampled review, and reviewer NPS above a set threshold.

Week 2–3: Run in parallel

Keep the old process as system of record. Use the new assisted flow in parallel:

• AI produces draft findings or draft responses
• Human reviewers edit and approve
• Log every disagreement between draft and final

Disagreements are the product requirements for week 4.

Week 4: Decide with evidence

A useful go/no-go packet includes:

• Time saved (gross and net of review)
• Error/rework comparison vs. baseline sample
• Reviewer feedback on trust and usability
• List of must-fix issues before wider rollout
• Proposed scope for the next workflow

What not to do

• Do not declare success from demos alone
• Do not skip naming an internal process owner
• Do not expand to five workflows before one is stable
• Do not hide model limitations from reviewers: transparency builds adoption

Why pilots fit Obsevia-style delivery

Compliance automation earns trust when it respects how regulated teams already work: evidence, oversight, and incremental rollout. A four-week pilot is enough to see whether the economics work, and whether the operating model is ready for more.