Insights

AI Infrastructure: The Numbers from Real Installs

Aryan Mahajan, FounderPublished August 2, 2026Updated August 21, 20265 min read

Where do these numbers come from?

Three installs are published as full case studies: a ten-figure global consulting firm, a multi-location sports academy, and a multinational consumer education company. Two install write-ups carry the rest: What Actually Happens When You Install AI in a Company and How Much Does It Cost to Have AI Agents Built and Run?. Every figure below also appears on the page named underneath it.

A note on the sample. This is what happened when real companies gave one builder access to their systems, their money paths, and their inboxes. It is not a survey of the industry, and figures marked as estimates on their source pages are estimates here too. The 50+ company and 200+ system totals are cumulative counts from Aryan Mahajan's own install records; they are not independently audited, and the three public case studies are a smaller documented subset.

Speed

From kickoff to a working system, and the most common stall along the way.

6 daysFastest first system live, from kickoff to a working system inside a ten-figure consulting firm. Source: Zoro strategic-intelligence case study

9 daysMedian time from kickoff to the first working system, across installs. Source: What Actually Happens When You Install AI in a Company

4-12 weeksFull install, first mapping session to a system running in production. One department lands closer to four, a company-wide system closer to twelve. Source: What Actually Happens When You Install AI in a Company

~1 in 3Installs that lose a week or more waiting on system access, the most common stall. Source: What Actually Happens When You Install AI in a Company

Scale

The install record behind the published case studies.

50+Companies behind the install record these patterns come from. Source: What Actually Happens When You Install AI in a Company

200+Systems installed across those companies. Source: What Actually Happens When You Install AI in a Company

9Production AI agents handed over at one ten-figure consulting firm, with deployment guides, configuration instructions, and data model documentation. Source: Zoro strategic-intelligence case study

2,400+Executives and companies monitored by that platform, across the firm's approved sources. Source: Zoro strategic-intelligence case study

25,000+Player records unified across three decades of history at one multi-location sports academy. Source: Zoro revenue-operations case study

~10Systems joined into one accepted customer history at a consumer education company. Source: Zoro revenue-intelligence case study

Operating impact

What changed inside the companies once the systems were running.

~50 to ~20Owner hours per week in operations, before and after the academy install. Source: Zoro revenue-operations case study

<1 minFirst reply to every lead, down from days, on every channel, every time. Source: Zoro revenue-operations case study

0Dropped paid orders in production; every payment resolves to a registered, rostered player. Source: Zoro revenue-operations case study

90%+Of revenue joined to a product customer, representative coverage on connected paths. Source: Zoro revenue-intelligence case study

$5M+Pipeline influenced by the consulting firm's intelligence briefings. Source: Zoro strategic-intelligence case study

$150K-$205KEstimated first-year value of the academy install, stated as an estimate from the company's operating baseline. Source: Zoro revenue-operations case study

~30 / weekActions a typical live system routes to a person for approval. Source: What Actually Happens When You Install AI in a Company

Adoption

Whether the people inside the companies actually used what was installed.

11 daysFor staff to stop opening the old spreadsheets; nobody had to ban them. Source: What Actually Happens When You Install AI in a Company

1 to 4+Teams on the consulting platform, spread through internal referrals, not sales. Source: Zoro strategic-intelligence case study

~1 in 2Installs that grow past the first system, always via someone inside showing someone else. Source: What Actually Happens When You Install AI in a Company

100%Of uncertain identity matches reviewed by a person; nothing enters the accepted history on a guess. Source: Zoro revenue-intelligence case study

How to cite this page

Cite this page as: Zoro. "AI Infrastructure: The Numbers from Real Installs." https://zorocorp.com/insights/ai-infrastructure-statistics. Accessed [your date of access]. Each statistic carries its own source note, so individual figures can be traced to the case study or install write-up they came from.

Updated August 2026. When a source page updates a figure, this page is updated to match.