Ramp Index Puts Business AI Adoption at 56.1 Percent
Ramp reports in its AI Index that 56.1% of businesses in its sample spend on AI models, subscriptions, tokens or APIs. The index uses transaction data from more than 70,000 US businesses that use Ramp corporate cards and bill payment services, and is updated monthly. August 2026 is the latest release.
The same chart puts the US Census Bureau's Business Trends and Outlook Survey estimate at 22.1%. The two measures differ by a factor of more than two because they count different things: Ramp observes payments that businesses actually made, while the Census figure comes from businesses describing their own AI use in a survey.
Neither number captures free tools or software employees buy on personal accounts, so both are floors rather than totals. Ara Kharazian is the index's lead economist.
We hope you enjoyed this article
Consider subscribing to one of our newsletters like Enterprise AI Brief, AI Funding Brief or Daily AI Brief.
Also, consider following us on social media:
More from Enterprise
Oct 13 TCL Introduces X5 5G CPE With AI Network Controls Oct 13 Plume Launches Console for ISP AI Agents Oct 13 HCLTech Advanced AI Revenue Reaches $219 Million in Second Quarter Oct 13 DXC and LangChain Expand OASIS AI Agents for IT Operations Oct 13 GFI adds Eloquens AI email assistant to KerioConnectEnterprise AI Brief
Weekly report on AI business applications, enterprise software releases, automation tools, and industry implementations.
Whitepaper
Tensordyne Napier: What If One Rack Could Do the Work of Nine?
Tensordyne
This Tensordyne whitepaper presents Napier, an inference-focused AI processor and rack-scale system based on the company’s TDN Math logarithmic number system. It examines infrastructure requirements for large mixture-of-experts and agentic models, compares major inference architecture approaches, and details the TDN AIP processor, TDN72 pod, TDN Link fabric, and Napier Ultra configuration. The paper reports simulation-based performance, cost, and accuracy-validation results, including Tensordyne’s projected comparison of one Napier rack with a nine-rack Nvidia Rubin plus Groq deployment; the chip is reported as taped out and in fabrication.
Read moreYou may also like
UCLA Forecast Says AI Investment Adds Nearly One Point to Core US GDP Growth
Bain Says AI Needs $6 Trillion in Annual Revenue by 2031
Dresner Research Finds 18% Average Return on AI Investment
ARF Finds Marketer Confidence in AI Outputs Reaches 93%
PwC survey finds AI use rising as training access falls
Daily AI Brief: the AI news that matters, in your inbox.