Adoption numbers are a starting point, not a strategy. For a business in United States, the real question is which workflow is worth automating first, and that's the first call we have.
The usage picture
United States has an AI Usage Index of 4.58× — that's 4.58× more AI use than its population would predict, ranking #5 of 116 countries, from 222k observed conversations (Anthropic Economic Index, March 2026).
Most common uses in United States
- 01Academic assignments & coursework — 5.1%
- 02Troubleshoot hardware & software — 3.6%
- 03Professional workplace emails — 3.6%
- 04Build & manage business software — 3%
- 05Format & manipulate documents — 3%
- 06Medical & health information — 2.7%
Without Kiwi Dynamics
With Kiwi Dynamics
United States
Where AI shows up across work in United States.
- 12.4% Software development & debugging
- 8.1% Maths, physics & STEM help
- 7.6% Translation, writing & editing
- 7.5% Academic research & writing
- 7.3% Daily life & personal tasks
- 6.9% Technical support
How Kiwi Dynamics helps in United States.
We design and ship production AI — agents, automation, knowledge systems and voice AI — wherever you operate. We start with the one workflow costing you the most time, prove the return, then expand.
Talk to usThe outcome for businesses in United States
If we build the right slice first, businesses in United States feel the difference inside the first month. United States sits at 4.58× on the AI Usage Index, meaning 4.58× more AI use than its population alone would predict (Anthropic Economic Index, March 2026).
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions
FAQ
What's a typical engagement length for businesses in United States?
Six to twelve weeks for the build, then a short managed-services month while the system goes from "shipped" to "owned by your team". After that you keep us on retainer if you want, or take it from there yourself.
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call – fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
What's the realistic outcome for businesses in United States?
United States sits at 4.58× on the AI Usage Index, meaning 4.58× more AI use than its population alone would predict (Anthropic Economic Index, March 2026). We don't promise tenfold lifts because we don't see them outside of marketing decks.
Can you work with our existing systems?
Yes. The default AI stack we reach for is Software development & debugging, Maths, physics & STEM help, Translation, writing & editing, Academic research & writing, Daily life & personal tasks, Technical support, but we'll bend it around whatever you already run – Xero, HubSpot, Shopify, Cin7, your own in-house apps. The discovery week maps every data source before any build starts.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.