Finewater · Less software. Clear water.

AI that holds up. For growing companies.

Finewater designs and builds the AI systems that small and midsize businesses run on. Senior engineering, end to end. Plain English, start to finish. Architecture through deployment, on a fixed fee. What's still done by hand that shouldn't be?

2–4 wk

Audit to production

Senior

Engineering, every engagement

Fixed-fee

Scoped per engagement

You use AI to ask. We build AI to do.

When you ask ChatGPT

What we build instead

You · today, 9:12

You ask it to summarize a meeting.

Record → Summarize → CRM

Every call is recorded, summarized, and dropped in your CRM. The account owner is paged when there's an action item.

You · today, 11:46

You draft a follow-up email.

Inbound → Draft → Queue → 1-click approve

Drafts run automatically for every inbound. Queued in your team's inbox for one-click approval. The system learns from your edits.

4 awaiting review tone model v. 14

You · today, 3:08

You write a quote from a template.

Live price → Approval → Send → Signature

Quotes pull live pricing, route for approval, and send themselves with a signature link.

live price feed 3 approvers · e-sign avg 7m to signed

Capabilities.
Engineered for production.

Custom AI integrations

AI built into the tools your team already uses. CRM, ticketing, scheduling, data warehouse. No extra tab nobody opens.

Agentic workflows

Software that takes action. Drafting, routing, escalating, paying. Instrumented and observable. Reliable enough to put in front of customers.

Retrieval & knowledge systems

Your contracts, your handbook, six years of customer email. Searchable, reasoning-ready, with source citations. Built on your data, not a vendor's.

Production support

Vendor escalations. Model regressions. The integration that broke at 4pm. Same engineer who built it. Hours, not days.

How an engagement works.
Four phases. One team.

Phase 01

Discovery

A 60-minute call. We map your operations, your stack, and the AI opportunities worth pursuing. Most clients leave with a clearer picture of their own business than they came in with.

You leave with: AI opportunity map, ranked by ROI

Phase 02

Architecture

We design the system. Where AI lives in your stack, what it touches, how it's instrumented, how it fails safely. You see and approve the plan before any build begins.

You leave with: System architecture + scoped plan

Phase 03

Build & deploy

We engineer, integrate, instrument, and ship. Your team trains alongside the build. Production within weeks, not quarters.

You leave with: Live system + 30 days of post-launch support

Phase 04

Partnership

An optional retainer. Reserved senior hours each month, quarterly architecture reviews, on-call for incidents and model regressions.

You leave with: A senior engineering team on call

Three ways to engage.
Scoped to fit, on a call.

Start here

Audit

When you know AI should be doing more for the business, but you're not sure where it fits without making the stack worse.

Operations + data review
AI opportunity map, ranked by ROI and risk
Architecture sketch + recommended sequence

Two weeks · Flat fee

Most clients start here

Build

When the opportunity is clear and you want senior engineering to design, build, and deploy the system.

Custom AI integrated into your stack
Data pipeline, retrieval, observability
Team training + 30 days of post-launch support

Scoped per engagement · Fixed fee

Stay close

Partner

When you need senior AI engineering on retainer instead of hiring it.

Reserved senior hours each month
Quarterly architecture + AI roadmap reviews
On-call for incidents, model regressions, vendor escalations

Monthly retainer · 3-month minimum

Every engagement is scoped on a 30-minute call. The price reflects your situation, not a menu. Written proposal within 48 hours. Book a discovery call →

What you can count on.
Every engagement.

Senior, end to end.

The engineer who scopes your engagement is the engineer who designs the architecture, ships the system, and answers when something breaks. No account managers. No handoffs to juniors.

Built for your business, not a category.

Off-the-shelf AI tools fit off-the-shelf businesses. Finewater builds to the way your business runs. Your data, your processes, your edge cases.

Production-grade or it doesn't ship.

Observability, fallbacks, retries, monitoring. Engineered like systems we'd run ourselves. Not Zapier diagrams and demos.

Fixed-fee. Written. Signed.

Every engagement is scoped before you sign. Written proposal in 48 hours of the discovery call. The price you see is the price you pay.

Common questions.
Answered before you ask.

No. The opposite. We make money when you cut subscriptions, not when you add them. We hold zero affiliate deals.

Production systems. Custom integrations into your existing tools. Workflow agents your team supervises. Retrieval and reasoning over your own data. Built on Claude or GPT, instrumented for observability, with fallbacks for failure modes. Engineered by the senior team that supports it.

Chat is great for ad-hoc work: drafting, summarizing, answering questions. We build what runs underneath it. Workflow agents that take action on their own, in your tools. Retrieval over your own contracts, tickets, and history, with citations. Integrations into your CRM and operations stack so the AI is wired into the business, not opened in a browser tab. The systems that turn "I asked the AI" into "the business runs on it."

That's exactly who we work with. Plain English, short Loom videos, written summaries. If we use a piece of jargon, call us on it.

Practices, studios, boutique retailers, small agencies, light manufacturers. Anyone running a business between $200k and $25M with a tech stack that grew organically and now hurts.

Both, depending on what you book. The Audit is a plan. The Sprint is the plan plus the implementation. The Partner engagement is whatever comes up that week.

Then we wait, or we do the Audit only and queue the Sprint. We won't blow up your workflow during a launch.

Every engagement is scoped on the discovery call. Price reflects your situation, not a menu. For reference: audits start in the low four figures. Build engagements typically land in the mid five figures. Partner retainers are monthly. Written, fixed-fee proposal within 48 hours.