What Do Industrial Buyers Want? - by Trista Li - Deploy 95

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Building for Deployment PMF<br>Zero-to-One GTM Part 2: How industrial buyers buy

Trista Li<br>Jun 25, 2026

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This newsletter covers go-to-market strategy for founders selling AI and hardware into industrial environments. If that’s you, or you’re investing in this space, you’re in the right place.<br>This is Part 2 of the Zero-to-one GTM Series. Part 1 studied how companies sell. This post studies how buyers buy.

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What Buyers Look For

I interviewed a dozen buyers across the manufacturing spectrum. I wanted to know: does the evaluation process change with scale, or is something consistent underneath?<br>The interviews spanned verticals across automotive, food and beverage, logistics, and warehousing. My interviewers include an automation manager at a hydraulic pump shop in Jackson, Michigan, a former plant manager running industrial chilling equipment in Toronto, a business development director at a top-100 automotive Tier 1 supplie, a technology transformation lead at PepsiCo, an operations executive at a global e-commerce fulfillment company, and several more. Their company sizes ranged from 50-person shops to Fortune 500 operations. Some had dedicated innovation teams, and some had never purchased from a startup.<br>Three patterns emerged from the interviews regardless of company size, geography, or industry, and I captured them in 3 decision gates.

1: “Who else has deployed this?”

Cold emails that say ‘I can save you X,’ I don’t believe any of them because most of them don’t even have a working product. I need to know someone who’s using them and that it works. If it’s a partner of mine, I’ll always take the call. If you’re telling me my competitor is using this, I will certainly be interested. — Operations Executive, Global E-commerce Fulfillment

Most factories don't have test environments. On 5-6% margins, any disruption to an optimized line is financially catastrophic.<br>If you disrupt a fully optimized manufacturing solution just for a day, it can cost millions of dollars. Nobody wants to put unproven technology into their factory. — Innovation and BD Director, Automotive Tier 1 supplier

A 2024 McKinsey industrial AI survey confirmed this: evidence of success in a comparable environment is the leading factor in manufacturing technology decisions.

2: "Does it solve a real problem with clear ROI?"

The two biggest things: you’re addressing a real pain, and the solution doesn’t cause me more pain. What does this cost, and what is the ROI from all of this. —Former plant manager, Industrial Chilling Solutions

The ROI bar is specific and time-bound:<br>The ones that make the factory floor are the ones that have within two years an ROI on their CapEx. It doesn’t really matter what the technology is. — Innovation and BD Director, Automotive Tier 1 supplier

Demonstrating the right ROI also requires your understanding of the full deployment process. If you’re selling a subsystem, your ROI calculation should also include integration, commissioning, operator training, and five years of maintenance.

3: “Can you move faster than our internal team?"

An internal team builds from scratch every time, but they have trust, floor access, and no procurement hurdle. A startup wins when ten similar deployments have produced a playbook the internal team can’t replicate.<br>It will always be cheaper to go with our internal partners. The only times we’ve picked somebody external is when their maturity stage is beyond entry level and they’ve worked with other big companies. If we’re working on it but it’ll take us a year, and the startup says ‘we are ready today,’ sometimes that wins — Technology Transformation Lead, PepsiCo

Roboflow's deployment blueprint describes the ideal vendor relationship as an inverse curve where vendor effort falls each quarter while internal capability rises. You don't just deploy faster. You make the buyer's own team faster.<br>These buyers want repeatable outcomes at scale. And they’re comfortable paying for it. — GTM leader, Roboflow

Buyers Look For Deployment Repeatability

Underneath all three questions, customers are testing one thing: have you deployed this before, somewhere that looks like here, and did it work?<br>Gate 1 tests whether your deployments are repeatable enough that someone can vouch for you. Gate 2 tests whether outcomes are consistent enough to project with confidence. Gate 3 tests whether your playbook is mature enough to outpace an organization with floor access.<br>Startups that clear all three look the same way: deployment gets faster and cheaper each time, outcomes are measurable and referenceable, and sales cycles shorten as the playbook compounds.

Author framework based on buyer interviews and deployment analysis.

Why Linear GTM Fails

In a standard funnel, PMF is validated upstream. Revenue is a direct indicator there is a clear product market fit. In deployment-dependent products,...