Robotics startups sell to manufacturers and warehouses by finding a site operations leader with a costed labor or throughput problem, bringing in the systems integrator that site already trusts, and running a paid pilot whose pass criteria finance signs before the robot ships. The pilot must prove throughput, uptime, safety, WMS or MES integration and payback on the buyer's floor.
Who signs off inside a plant or a distribution center?
The plant manager or the distribution center general manager usually owns the problem and sponsors the pilot. Finance approves the money. Engineering, EHS and IT/OT can each stop the deal before it reaches finance, so map all of them early.
| Role | What they ask | What stops them |
|---|---|---|
| Plant manager or DC general manager | Will this hit my output target with the crew I have? | Any risk to shipments during cutover |
| VP operations or VP supply chain | Will it work at every site? | A pilot that cannot be copied to other sites |
| Manufacturing or industrial engineering | What cycle time, at what part or SKU mix? | Unplanned changeovers and exceptions |
| EHS | What is the risk assessment, and who owns guarding? | No written safety case |
| IT/OT | How does it talk to the WMS, MES and network? | Unreviewed devices on the plant network |
| Finance | What is the payback with our labor rates? | A model built on the vendor's assumptions |
| Systems integrator | Can we install, support and earn margin on it? | Missing training, margin or deal registration |
Labor is the usual opening. Deloitte and The Manufacturing Institute estimated in April 2024 that US manufacturing could need as many as 3.8 million workers from 2024 to 2033, and that up to 1.9 million of those jobs could go unfilled. Ask the plant manager how many open roles the site carries today and what overtime costs. That number starts the business case.
What payback do buyers expect?
Plan for a buyer who wants the money back in about two years. In the MIT and Mecalux warehouse study published in November 2025, more than 2,000 supply chain and warehousing professionals across 21 countries reported a typical payback of two to three years for AI and warehouse automation. In Robot Magazine's October 2026 barometer, 48% of 300 respondents wanted their investment back in less than 24 months. The sample is self-selected French readers.
Payback ranks next to ROI in the decision. A NIST report from June 2024 cites a 2022 material handling survey in which buyers ranked ROI (70%), payback time (64%) and total cost of ownership (60%) as the most important business case factors. The same report notes that integration can cost up to five times the price of the robot. Put integration, training, spares and cutover downtime in the model.
Buyers also struggle to build the case themselves. The 2026 MHI and Deloitte industry report, summarized by MHI in June 2026, lists difficulty building business cases among the main barriers to adoption. Send finance a spreadsheet with their labor rates, shift pattern and hurdle rate filled in, and let the controller change every input.
Should you sell robots as a service or as capex?
Offer both, and lead with robots as a service when the site has an operating budget but no capital slot this year. The NIST report describes RaaS as attractive to firms new to robotics and to large enterprises that are risk-averse. It cites a 2023 survey of more than 300 robotics professionals in which manufacturing (21%) and warehouse and logistics (18%) were the top industries for RaaS.
RaaS moves the hardware, uptime and service risk to you, so line up financing before you sign several sites. Price the monthly fee against the labor hours it replaces each month, because finance will compare the two. Sell capex when the buyer has a capital plan, wants to own the asset and has maintenance staff who can support it.
Where do systems integrators fit?
For many plants, the integrator is the buyer you must win first. The NIST report cites McKinsey research in which around 55% of those surveyed prefer a systems integrator as their single point of contact, maintenance included.
Integrators are small and scattered. The Robot Report described a database in April 2026 of 4,296 integrator profiles across 64 countries, and 54% of the firms with employee data had fewer than 50 staff.
- List the integrators that already serve your target plants. Ask buyers who installed their last cell.
- Pick a short list in one vertical and one region.
- Train their engineers on your product.
- Give them margin on install and service, and register their deals so your direct team does not compete with them.
What must a pilot prove, and how do you write the criteria first?
A pilot must prove the business case on the buyer's floor, against the buyer's baseline, with a purchase decision attached. Write every criterion into a signed pilot agreement before the robot ships. We cover why unwritten pilots stall in why deep tech pilots fail to convert into contracts.
| Criterion | Baseline to capture before install | How it is measured | Who signs off |
|---|---|---|---|
| Throughput | Units, picks or parts per hour on the same shifts and SKUs | Counts from the buyer's WMS or MES | Operations |
| Uptime | Planned run hours for the cell or zone | Run hours as a share of planned hours, with each stop coded | Engineering |
| Interventions | Not applicable before install | Human assists per shift, logged by the site | Operations |
| Safety | Current incident and near-miss log | Risk assessment against the standards that apply (NIST lists ISO 10218, ANSI/RIA R15.06 and ANSI/ITSDF B56.5), plus incidents during the pilot | EHS |
| Integration | Current WMS or MES transactions and error rates | Message success, error handling, IT security review passed | IT/OT |
| Labor | Hours and overtime on the target task | Hours redeployed, and where the people went | Operations and HR |
| Payback | Finance's hurdle rate and payback limit | Finance's own model, updated with pilot data | Finance |
Use this procedure to set the criteria:
- Capture the baseline before install, on the same shifts, products and staffing the robot will run.
- Ask finance for the payback limit and hurdle rate in writing.
- Agree a threshold and a data source for each row of the table.
- Agree the conversion terms: if the pilot passes, the buyer issues a purchase order for a defined rollout at a defined price.
- Charge for the pilot and credit the fee against the rollout.
- Name the review date and the person who calls pass or fail.
How long is the sales cycle, and how crowded is the market?
Expect a year or more. In its 10-K filed in March 2026, Palladyne AI estimated, from talks with dozens of potential customers, that its industrial robotics software has a sales cycle of 12 to 18 months or longer. That is one company's estimate.
Demand is growing. The IFR reported in September 2026 that US industrial robot installations grew 12% to almost 38,500 units in 2025, and that the US passed Japan as the second largest market. A3 data reported in February 2026 shows North American companies ordered 36,766 robots worth $2.25 billion in 2025, with non-automotive buyers ahead of automotive.
The seller side is crowded too. Name the line, the product and the open roles in your first sentence, and build the list one site at a time, as in how a technical founder builds a target account list.
To get your buyer map, payback model and pilot terms checked before the next site visit, book The Diagnostic.