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Senior AI engineering, demo to real customers

Build the AI that actually reaches real customers.

95% of company AI projects never make it out of the demo. We are the senior engineers who build the 5% that reach real customers — with accuracy testing, safety checks, and reliability built in from day one.

A clear plan to launch, or the audit is free.
A
Ready for customersaccuracy checks passing
99.9% uptimeautomatic backups
95%
of company AI projects never reach real customers
6
areas we score and build for
100%
of the audit refunded if we cannot show a plan to launch
Senior
a senior engineer does the work, no junior hand-off
What we handle

Six things decide whether your AI is ready for customers

The demo is easy. Correct, safe, affordable, and reliable for real users is the hard part — and exactly where the 95% stall. We handle all six.

Accuracy testing

Automated tests that check the AI’s answers, so quality is measured, not hoped for.

Safety checks

Catches wrong or unsafe answers, and blocks attempts to trick the AI, before anything reaches a user.

Answers from your data

The AI answers from your own documents and data, tuned for relevance, so it is grounded in facts, not guesses.

Cost & speed

We measure what each request costs and keep it fast and affordable at real scale.

Monitoring

We watch quality in real time and flag problems in minutes, not when a customer complains.

Reliability

Automatic backups and graceful handling of failures, so an outage on their end never becomes yours.

Interactive

How ready is your AI, really?

Tap what you already have in place and watch your readiness score move. Then get the full picture in two minutes.

0
Grade F
Not ready for customers
Select what you already have in place:
Free · 2 minutes · no signup to see your grade

Your AI Readiness Check

Eight quick questions on the six things that decide whether an AI is ready for real users. You get a grade, your odds of a successful launch, and the single most valuable thing to fix first — right here on this page.

How we work

Start small. Prove it. Scale with confidence.

Most teams begin with the free check, move to a fixed-fee audit, then a build — and keep us on afterward to keep it running reliably.

01

Readiness check

See your grade and your number-one blocker in two minutes. Free, self-serve.

Freeself-serve
02

Readiness audit

We review your real system and hand you a scored readiness report, ranked findings, and a fixed plan to fix them. A workable plan to launch, or you do not pay.

$6k–18k1–2 weeks
03

Build it for real customers

We do the work end to end or alongside your team: accuracy testing, safety checks, connecting it to your data, cost control, integration. Priced on value, not hours.

$40k–150k+fixed scope
04

Keep-it-working retainer

Ongoing testing, monitoring, and tuning so it stays accurate after launch.

$8k–20kper month
Who you work with

One engineer. Team-scale output.

You work directly with the senior engineer who does the work — no account managers, no junior hand-off, no bench.

13 weeks1 day

Tovasol replaced a 13-week, multi-person program with a single day of AI-driven delivery — one engineer, the same outcome. The machine does the work of a team, then runs your AI on it.

Automated multi-env delivery

Branch-per-environment CI/CD (dev → qa → prod) on gitolite + rootless Docker, sops/age tiered secrets, and Terraform-managed Cloudflare infra that bootstraps its own state.

Production data & messaging

A capture-intent lead pipeline on D1 with versioned migrations, transactional email, and edge rate-limiting — a backend he owns end to end.

AI-native quality gates

Evals-first correctness, browser E2E on every deploy, and WCAG-AA accessibility — so quality is measured, not hoped for.

Built to be found by AI

JSON-LD machine-legibility and first-party AI-crawler visibility, so answer engines like ChatGPT and Claude can cite your product.

Public
every system here is open to read and re-run
4
days, demo to live for real customers
3
live environments (dev · qa · prod)
Solo
one principal, zero hand-off

A clear plan to launch — or the audit is free.

We agree in writing on what a successful launch means before we start. If the audit does not give you a defensible plan to get there, you do not pay. That is how confident we are in the work.

Book a call
What happens next

From first call to launched — no surprises

A clear, low-commitment path. You can stop after any step, and you know the scope and price before the paid work starts.

1

Intro call

20 minutes on your actual system. We find where it breaks and whether an audit is even worth it.

Free · this week
2

Scoped audit

We agree the scope, a fixed price, and what “ready to launch” means — in writing — then review your real system.

1–2 weeks
3

Findings & roadmap

A scored report, ranked findings, and a fixed plan to fix them. A workable plan to launch, or you do not pay.

You decide next
4

Build & keep it working

We do the fixes end to end or alongside your team, then keep it accurate after launch with ongoing testing and monitoring.

Optional
Book a call

Grab a 20-minute slot

Pick a time that works. No prep needed — bring the AI project that is stuck.

🔒Everything you share is confidential. We sign your NDA before any code or data changes hands.

Put your AI in front of us.

A working session on your actual system — not a sales deck. We find where it breaks and name the exact thing standing between you and launch.