Company Context

Autonomous Solutions, Inc. (ASI) is a long-established autonomy company serving mining, agriculture, construction, and logistics customers with products including Mobius for fleet command and control, remote operations capabilities, and vehicle automation stacks. ASI has a strong base in large industrial autonomy programs, but growth has recently slowed as several major customers have delayed capital projects. You are an Engineering Manager asked to help evaluate whether ASI should invest in a new initiative: a mid-market warehouse yard autonomy offering built around autonomous yard trucks coordinated through ASI Mobius.

Strategic Situation

The proposed initiative would adapt ASI's existing autonomy platform for distribution centers and manufacturing campuses that move trailers between docks, staging areas, and parking lots. Leadership believes this could open a faster-growing adjacent market than mining and large greenfield industrial programs. The decision is urgent because two competitors have announced pilots in logistics yards, and ASI must decide within the next quarter whether to fund a 12-month build-and-launch program.

Data Points

Additional facts:

• ASI currently has $110M annual revenue, growing 6% YoY, with corporate EBITDA margin of 14%.
• Leadership wants any new initiative to show a credible path to $25M annual revenue by Year 4 and pay back the initial investment within 5 years.
• ASI estimates it can realistically win 2% of the market in Year 2, 4% in Year 3, and 6% in Year 4 if execution goes well.
• Sales cycle for this segment is expected to be 9 months, versus 15-18 months in ASI's core mining business.
• Two named competitors already have early pilots: one robotics startup with 12 pilot sites and one large industrial OEM bundling autonomy with yard tractors.

Deliverables

As the candidate, assess whether this initiative is worth the investment. Address the following:

1. Size the opportunity and estimate whether it can meet ASI's Year 4 revenue target.
2. Evaluate the attractiveness of the market and ASI's competitive position.
3. Assess the likely economics, including payback logic and major assumptions.
4. Recommend whether ASI should invest now, defer, or pursue a narrower wedge strategy.
5. Outline a go-to-market approach and the key milestones you would require before scaling.

Constraints

• Total approved budget cannot exceed $16M in the first 12 months.
• Engineering capacity is limited; this initiative would consume roughly 20% of ASI's autonomy platform team.
• ASI must avoid distracting its top 10 existing enterprise customers.
• Leadership wants an initial recommendation suitable for the executive team within two weeks.