Internal AI knowledge base, built for businesses operating in Tacoma.

Our goal is to give Tacoma businesses a three-day weekend, so people can spend more time with their families and the people they love :)

The version of AI knowledge base that works for a Tacoma business is rarely the version a national vendor would sell you. We build the one that fits how your team actually operates - usually with fewer parts than the off-the-shelf pitch.

What AI knowledge base actually does

Your team's tribal knowledge, finally searchable. Upload your SOPs, training videos, past emails, and Slack threads - your team asks questions and gets answers with citations.

  • 01 Ingests PDFs, Word docs, videos, Slack, Notion, Drive
  • 02 Answers with citations back to source documents
  • 03 Permission-aware - staff only see what they should
  • 04 Detects stale docs and prompts owners to update

Built on: Claude Pinecone Vercel AI SDK Postgres MCP

What you actually get

Every engagement is scoped and quoted up front. This is what is in the box.

How AI knowledge base compares

The two things most businesses do instead, and where each one runs out.

 Hiring for itAn off-the-shelf toolKiwi Dynamics
Fit to how you workFits perfectly, costs a salaryYou bend your process to suit the toolBuilt around the workflow you already run
Time to something usefulImmediate, and permanentQuick to switch on, slow to make fitA working slice in weeks, then hardened
Who owns the dataYou doThe vendor, on the vendor's termsYou do, in your own accounts
When it breaksThat person sorts it, if they are inA support queue and a ticket numberThe people who built it
What it costsA salary, every year, foreverPer seat, forever, used or notScoped and quoted up front

What's different about doing this work in Tacoma.

  • Tacoma runs on port logistics, manufacturing and military, a genuinely industrial counterpart to Seattle up the freeway - AI here means operational reliability over polish.
  • One of the busiest container ports on the West Coast, a major military presence at Joint Base Lewis-McChord, and a manufacturing base that never left. Tacoma businesses want AI that works the same way every shift, not a flashy demo.

We work with teams across Tacoma: Downtown Tacoma · Point Ruston · Hilltop · Proctor District · Lakewood · Puyallup.

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How we build AI knowledge base for a Tacoma team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Tacoma business, so value lands before the build is finished. Internal AI knowledge base.

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How the work runs

The outcome for Tacoma teams

We'd call the engagement a success when Tacoma teams are using the system without thinking about us. New staff get to productive 3x faster - less senior-team interruption.

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

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Kiwi Dynamics, that drops to about 52.

Try the calculator

*Based on 9 hours a week of admin at Kiwi Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

FAQ

When does AI knowledge base actually pay back?

Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a Tacoma - so the savings start landing before the rest of the build is finished.

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.

Has this actually shipped for a real Tacoma?

Yes. New staff get to productive 3x faster - less senior-team interruption. We'll share comparable engagements on the call.

Will this run on our own infrastructure?

Yes, where it makes sense. AI knowledge base can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Pinecone, Vercel AI SDK, Postgres, MCP but the architecture supports your existing platform choices.

Ready to talk specifics?

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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.