IA Industrial Integrity Agents.AI Module 5 — Pilot Design Workshop ← Back to Hub
Module 5 of 6

The Pilot-First Sales Motion

95% of AI pilots fail. Learn to scope pilots that actually convert by designing a complete Proof of Value agreement with executive relevance, feasibility, and pre-defined success metrics.

95% of AI pilots fail — here's why

Most AI pilots die not because the technology doesn't work, but because the scope was wrong, metrics weren't defined, or there was no executive sponsorship. A well-designed pilot eliminates these failure modes before they begin.

3 Criteria for a Well-Scoped Pilot

1 Executive Relevance

Does the pilot solve a problem a VP+ cares about? If it only matters to a team lead, it won't get expansion budget. You need a sponsor with authority to sign a production contract.

2 6-12 Week Feasibility

Can you show measurable results in 6-12 weeks? If the pilot needs 6 months of data prep, it's not a pilot — it's a project. Short timelines force clarity.

3 Pre-Defined Success Metrics

Are success/failure criteria agreed before the pilot starts? "We'll know it works when..." must be answered on Day 1. Ambiguous metrics guarantee pilot purgatory.

Pilot Purgatory Warning: When pilots keep getting extended without a decision, you're in pilot purgatory. The champion is afraid to make a call, the data is "not quite enough," and the timeline keeps sliding. Set a firm decision date on Day 1. No exceptions. If the answer on that date is "we need more time," the answer is actually "no."

PoV (Proof of Value) Agreement Elements

Every pilot needs a written PoV agreement signed by both sides before work begins. These are the critical elements:

Scope Timeline Success Metrics Data Requirements Governance Model Decision Criteria Executive Sponsor

Pilot Design Workshop

Score: 0 / 15
1
Workflow
2
Metrics
3
Timeline
4
Governance
5
Data
6
Review
Step 1 of 6

Step 1: Select Target Workflow

Choose the workflow you want to automate with an AI agent pilot. Pick the one most relevant to your prospect.

📌

Daily Drilling Report (DDR) Automation

O&G — Drilling

Stuck Pipe Early Warning Monitoring

O&G — Drilling
📄

Management of Change (MOC) Documentation

O&G — Operations
🔧

Turnaround Inspection Reporting

O&G — Downstream
📥

Pipeline Integrity Assessment

O&G — Midstream
🔨

Well Completion Reporting

O&G — Completions

Step 2: Define Success Metrics

Select 2-3 metrics that will define pilot success. Too few means no clarity; too many means no focus.

Step 3: Select Timeline

How long should this pilot run? The right duration balances data gathering with decision urgency.

2 weeks
Quick turnaround
4 weeks
One month sprint
6-8 weeks
Standard pilot duration
12 weeks
Extended evaluation period
6 months
Half-year engagement
12 months
Full-year evaluation

Step 4: Select Governance Model

How will the pilot be managed and reviewed? The right governance keeps things on track without creating overhead.

Weekly status emails only
Low-touch, asynchronous updates to stakeholders
Bi-weekly steering committee with exec sponsor
Regular oversight with decision-maker in the room
Monthly review with project team
Periodic check-ins at team level
Daily standups with full team
Maximum visibility into progress and blockers

Step 5: Define Data Requirements

What data does the pilot need to operate? Select at least 2 data sources to ensure meaningful results.

Historical data (6+ months)
Past records for baseline comparison and trend analysis
Real-time data feed
Live data streams for real-time agent processing
API access to source systems
Programmatic access to ERP, CRM, or other enterprise systems
Sample/test dataset
Synthetic or curated test data for initial validation
Anonymized production data
Real-world data with PII removed for realistic testing

Step 6: Review & Generate PoV Agreement

Review your pilot design. Green items are best practice, yellow is acceptable, red flags need attention.

proof-of-value-agreement.md
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