FinzData/macro-ai-adoption

US macro data: Ai Adoption (4 series)

4 ai adoption series from US government sources, cleaned into one consistent format and ready for pandas. This free package holds the last 12 months (2025-11-12 on) of each series' latest values. It is refreshed weekly.

import pandas as pd
df = pd.read_parquet("hf://datasets/FinzData/macro-ai-adoption/data/long.parquet")      # series_id, date, value
wide = pd.read_parquet("hf://datasets/FinzData/macro-ai-adoption/data/wide_monthly.parquet")  # one column per series

or datasets.load_dataset("FinzData/macro-ai-adoption"). Wide tables by frequency: wide_monthly (4 series). series.csv lists every series with its title, units, frequency and how far back the full history goes.

The full history, point in time, through one API

The FinzData API serves every series back to its first observation, every revision (what was known on any past date, so backtests do not peek at later revisions), and daily updates, in the same format:

import finzdata as fz                     # pip install finzdata
c = fz.Client()                           # free API key: https://api.finzdata.com/
c.macro("RAMPAIALL")                        # full history, latest values
c.macro("RAMPAIALL", vintage="first")       # as first released
c.macro("RAMPAIALL", as_of="2020-03-01")    # exactly what was known on that date
c.macro_series(category="ai_adoption")          # the catalogue for this category

Most-watched series in this package

ID	Title	Units	Frequency	Full history from
RAMPAIALL	Artificial Intelligence Adoption by Ramp Businesses: Overall	Percent	Monthly	2023
RAMPAIENTERPRISE	Artificial Intelligence Adoption by Ramp Businesses: Company Size: Large Businesses	Percent	Monthly	2023
RAMPAIMIDMARKET	Artificial Intelligence Adoption by Ramp Businesses: Company Size: Medium-Sized Businesses	Percent	Monthly	2023
RAMPAISMB	Artificial Intelligence Adoption by Ramp Businesses: Company Size: Small Businesses	Percent	Monthly	2023

All 4 series: series.csv. Browse them at https://finzdata.com/macro/category/ai-adoption.

More from FinzData

• Every macro category: https://huggingface.co/FinzData · index on GitHub: https://github.com/FinzData/macro-data
• Survivorship-free US stock prices since 2000, COT positioning, 13F holdings, insider trades, short interest
• Pricing (history bundles from $195 once): https://finzdata.com/pricing
• Python client (open source): https://github.com/FinzData/finzdata-python

Source: U.S. government agencies via FRED/ALFRED (Federal Reserve Bank of St. Louis). Compiled by FinzData. Data for research, not investment advice.