Davis, CA · Yolo County · Serving NorCal
AI Automation Consultant in Davis
Soxoa is an AI automation consultant working with Davis businesses. We find where your team is losing hours to manual, repetitive work — proposals, data entry, document processing, inbox triage — then build and deploy AI systems that handle it, with a first system typically live within 30 days. In a university town this software-literate, the fastest wins are almost never a new tool — they are automating the manual handoffs between the systems your team already runs. Every engagement starts with a free assessment: we research your operations and show you exactly what we'd build before you spend a dollar.
Why Davis
Built for how Davis businesses actually run
Davis is defined by UC Davis — one of the top agricultural and veterinary research universities in the world — and the dense band of ag-tech, biotech, food-science, and research-adjacent businesses that grew up around it. It is a highly educated, software-literate market where the bottleneck is rarely the technology and almost always the manual glue between systems.
The Davis and Yolo County businesses we help most are lean professional practices, research-driven small firms, and specialty service providers where a founder or a handful of key people carry the operational load. They do not want to add headcount to keep up with admin — they want the admin to stop growing in the first place.
AI automation in Davis
AI automation for Davis's research-adjacent and specialty practices
Davis concentrates an unusual kind of small business: ag-tech and research-adjacent firms writing grants and technical reports, veterinary and specialty practices managing dense clinical records, and lean professional practices where a founder does the work and the admin. The common thread is expensive expertise spending hours on structured writing and summarization.
That is AI's home turf. Systems grounded in your own protocols, records, and past documents can produce the first draft of a grant section, a discharge summary, or a data write-up — leaving the expert to do what only the expert can. In a town where nearly every business is knowledge-dense and staff-light, those reclaimed hours are the whole game.
Grant and technical writing support
Research-adjacent firms assemble proposals and reports from the same building blocks repeatedly — methods, prior results, boilerplate sections. The system drafts those from your source material in the required structure, so scientists edit substance instead of formatting citations at midnight before a deadline.
Clinical record summarization for veterinary and specialty practices
Referral histories get summarized on intake, visit notes turn into drafted discharge instructions and client communications, and records requests get assembled automatically — trimming the documentation tail that follows every appointment.
Field and lab data summarization
Trial results, sensor exports, and lab reports get read and turned into structured summaries and draft write-ups — compressing the gap between data collected and findings communicated that stalls so many research-adjacent projects.
Founder inbox triage for lean practices
When the principal is also the front office, the inbox is the business. AI classifies every message, drafts responses to the routine ones, and surfaces what genuinely needs the founder — turning an hour of morning email into ten minutes of approvals.
Davis clients tend to ask sharper questions about how these systems work than any other market we serve, and the honest answers are the sales pitch: grounded in your documents, checked by your people, measured against a baseline. The first build is typically whichever drafting task the most expensive person in the building does most often.
The evaluation costs nothing — a free assessment of where your expert hours actually go, with the proposed systems ranked by return. Builds are scoped from $5,000, and a first system typically produces its first reviewed draft within 30 days. Where clinical or research material is involved, data boundaries get scoped explicitly before any build begins: what the system may read, where drafts live, and who approves what.
What we build
The systems we deploy most
Each system takes over one specific job your team does manually today. We scope the highest-impact one first, build it, and make it run. These are the AI systems we deploy most:
Proposal and quote generation
Construction, professional services, commercial
Pulls job data and past wins and writes a first-draft proposal in your format. Someone reviews and sends. Two hours becomes ten minutes.
~70% less proposal prep time
Document intake and data extraction
Logistics, insurance, finance, legal, healthcare
Reads contracts, invoices, forms, and intake documents and extracts the fields you need into your systems. No manual entry, no missed information.
Near-zero manual data entry
Inbox triage and response drafting
Operations, customer service, scheduling
Reads inbound email, classifies by type and urgency, and routes or drafts responses. Your team handles exceptions, not every single message.
10-15 hrs/week reclaimed per coordinator
How we scope it
How we scope an AI automation project
AI automation is only worth building where judgment is the bottleneck — reading something, deciding something, or writing something. So we start by separating your manual work into two piles: pure plumbing (which we automate with plain integrations, cheaply) and judgment work (where AI actually earns its cost). For each judgment task we measure the baseline: how many times a week it happens, how long each instance takes, and what an error costs.
Then we design the review loop before we design the AI. Every system we deploy has an explicit answer to "what happens when the model is unsure" — a confidence threshold, an exception queue, a human sign-off on outbound drafts. That is what makes these systems safe to run in a real business rather than a demo. You approve the scope, the success criteria, and the review loop in writing before the build starts.
How it works
We do the work before you spend anything
Most consultants sell you a strategy and leave the building to you. We do the opposite. Before any money changes hands, you get a personalized assessment showing exactly where AI automation creates value in your business — specific systems, realistic time savings, honest complexity ratings.
- We research your operations — where the manual hours pile up across Davis workflows.
- You get a free assessment page with 3-5 specific opportunities, each with an impact estimate.
- A 30-minute call to confirm priorities and decide what to build first. No pitch.
- We build, integrate, test in your environment, and hand off documentation your team can use day one.
Who you work with
You work directly with the person who builds it
Soxoa is John Arndt — 12 years deploying technology at PayPal, Cloudflare, and Inscribe. Not as a consultant who hands off a deck, but as someone who owned outcomes and had to make systems run under pressure. That same rigor goes into every build. You work directly with the person doing the work, not a project manager or an offshore team.
Common questions
AI Automation Consultant in Davis, answered
What's the difference between AI automation and just using ChatGPT?
ChatGPT is a tool you prompt manually, every single time. AI automation is a system that runs on its own — reading documents, drafting responses, moving data — without anyone typing a prompt. A subscription gives your team a helper. A deployed system removes the task from their plate entirely.
What does an AI automation consultant do?
An AI automation consultant finds the repetitive, manual tasks eating your team's time — quoting, data entry, document processing, email triage — and builds AI systems that run them automatically. At Soxoa, we research your operations, identify the highest-impact opportunities, then build and deploy working systems. Not slide decks or strategy reports. Systems that do the job.
How much does AI automation cost for a Davis business?
The initial assessment is free — we research your business and show you exactly what we'd build before any money changes hands. Engagements start at $5,000 and are scoped to the specific systems you need. Most Davis-area automation projects pay for themselves within six months of deployment.
Which Davis businesses benefit most from AI automation?
Any business with repetitive, document-heavy workflows: construction and contracting, insurance, logistics, healthcare practices, property management, accounting, and professional services. If your team spends hours each week on quoting, intake, data entry, or email triage, those are the workflows that get automated first.
How long does it take to deploy an AI system?
Quick wins ship in one to two weeks. Most clients have their first full system running in production within 30 days of signing. We scope every project with clear success criteria up front, so you know exactly what you're getting — and when — before any work begins.
Do you work with businesses outside Davis?
Yes. Davis is one of the markets we serve across the greater Sacramento region and Northern California — on-site where it helps, remote where it doesn't. The work is the same wherever you are: find the manual bottleneck, build the system, make it run.
Will AI automation replace anyone on my team?
In our experience, no — it removes tasks, not people. The businesses we work with are running lean already; the point is that your coordinator stops spending three hours a day on data entry and triage, not that you need one fewer coordinator. Almost every client redirects the reclaimed hours into work that was being dropped: follow-ups, quality checks, actually answering the phone.
What happens when the AI gets something wrong?
Every system we deploy ships with an exception path designed up front. Low-confidence outputs route to a human queue instead of flowing through, outbound drafts require review before sending where it matters, and everything is logged so you can audit what the system did and why. You define the risk tolerance during scoping — the automation operates inside it.
Where we work
Serving Davis and the surrounding area
Soxoa works with ag-tech and research-driven firms, veterinary and specialty healthcare, and professional services across Davis and Yolo County— on-site where it helps, remote where it doesn't. We regularly deploy for teams in:
Free · No strings
See what we'd build for your Davis business
Drop your company name and website. We research your operations, find where the hours are going, and build a personalized assessment with specific AI automationopportunities for your business. We email you when it's ready — no call required to see the research.
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