We've worked with enough operators in Riverside to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any AI customer feedback project is sit with your team for a day before we propose anything.
For Riverside operators who want a working pilot in weeks, not a year-long programme.
Our goal is to give Riverside businesses a three-day weekend, so people can spend more time with their families and the people they love :)
What AI customer feedback actually does
Every Google review, NPS survey, support ticket, and social mention pulled into one place - themed, scored, and ranked by impact. You finally see what customers actually complain about.
- 01 Pulls reviews from Google, Facebook, Trade Me, your forms
- 02 Auto-themes complaints and praise into trends
- 03 Alerts you to a bad review before it goes viral
- 04 Drafts public review responses in your voice
Built on: Claude Google Business API Trustpilot Vercel
Without Kiwi Dynamics
With Kiwi Dynamics
What you actually get
Every engagement is scoped and quoted up front. This is what is in the box.
- A working pilot, in productionNot a prototype on someone's laptop. The first slice of AI customer feedback runs against real work within weeks.
- Your data stays yoursIt runs on your accounts and your tools. If we part ways you keep the system and everything in it.
- The workflow mapped before codeWe write down what good looks like for Riverside businesses first, so nobody is guessing at handover.
- Support after it landsThe people who built it stay reachable when the business changes shape around it.
How AI customer feedback compares
The two things most businesses do instead, and where each one runs out.
| Hiring for it | An off-the-shelf tool | Kiwi Dynamics | |
|---|---|---|---|
| Fit to how you work | Fits perfectly, costs a salary | You bend your process to suit the tool | Built around the workflow you already run |
| Time to something useful | Immediate, and permanent | Quick to switch on, slow to make fit | A working slice in weeks, then hardened |
| Who owns the data | You do | The vendor, on the vendor's terms | You do, in your own accounts |
| When it breaks | That person sorts it, if they are in | A support queue and a ticket number | The people who built it |
| What it costs | A salary, every year, forever | Per seat, forever, used or not | Scoped and quoted up front |
The Riverside context, plainly.
- Riverside and the Inland Empire run on logistics and warehousing for the entire West Coast import economy - AI here means keeping a huge freight and fulfilment operation moving.
- One of the largest warehousing and logistics corridors in the country, feeding goods from the ports of LA and Long Beach out across the US. Riverside businesses want AI that handles scheduling, routing and workforce coordination at genuine scale.
We work with teams across Riverside: Downtown Riverside · Canyon Crest · San Bernardino · Ontario · Corona · Moreno Valley.
Talk to us about this →
How we build AI customer feedback for a Riverside team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Riverside business, so value lands before the build is finished. AI review and feedback.
Talk to usHow the work runs
- Find the one workflowWe look for the job costing Riverside businesses the most hours or the most leads, and deliberately ignore the rest for now.
- Ship a working sliceA narrow version goes into production in weeks, against real work, so the value shows up before the build is finished.
- Prove it, then widenWe measure it against what the work cost before. If it does not pay for itself, we say so rather than scaling it.
- Harden and hand overLogging, fallbacks and a real handover, so it keeps running when we are not in the room.
The outcome for Riverside teams
Star ratings up ~0.4 in 90 days from faster, on-brand responses. For Riverside teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.
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.
FAQ
How long does AI customer feedback take to ship for Riverside businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Riverside businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
How do you price AI customer feedback engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Riverside businesses are surprised how small the first cheque is.
What's the realistic outcome for Riverside businesses?
Star ratings up ~0.4 in 90 days from faster, on-brand responses. We don't promise tenfold lifts because we don't see them outside of marketing decks.
Who owns the code and the model setup?
You do, on delivery. We deploy AI customer feedback into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude sits in your account too - we don't operate it from ours.
The honest version of a sales call.
No deck. No discovery doc. Just whether this is worth building and what it would cost.
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.