AI Systems Builder and Auditor

AI systems you own, on infrastructure you control.

Deterministic guardrails, code you own, and three weeks from audit to production.

Book a 20-min audit Explore the four verticals

ai-agents

Autonomous AI agents

Stop losing high-intent deals to response lag.

Voice and messaging agents that answer every inbound lead in under 60 seconds — inside your existing CRM.

First response: < 60 s
Engines: 4
Code you own: 100%
Audit to live: 3 wks

Explore AI agents

Sample run: a web-form lead is called and qualified 47 seconds after capture, inside the 60-second window, then booked for Thursday 10:30.

ecommerce

E-commerce operations

Stop losing sales to support lag and catalog friction.

Order answers from carrier APIs, catalog data from raw supplier feeds, and checkout recovery without coupons — no revenue-share fees.

Engines: 4
Revenue share: 0%
Platforms: 3
Audit to live: 3 wks

Explore e-commerce

Sample ticket: a customer asks where order 4821 is; the agent checks the carrier API in 3 seconds, replies that it is out for delivery today, and closes the ticket with no agent time.

education

EdTech & voice engines

Move beyond static video courses.

Speaking and writing scored against official rubrics, with study plans that adapt to each learner's weakest skill.

Exam rubrics: 3
Lesson languages: 3
Engines: 4
Per-seat fees: 0

Explore education

Sample report: a spoken answer scores band 6.5 overall, with grammar weakest at 5.5, so the next lesson is a 12-minute unit on complex sentences.

consulting

Fractional AI architecture

Stop burning runway on speculative AI experiments.

Feasibility, unit economics and blueprints — deciding task by task between plain code, a small model or a frontier model.

Model tiers: 3
Kickbacks: 0
Tracks: 4
Reviews: Weekly

Explore consulting

Sample estimate: routing 82% of tasks to deterministic code, 15% to a small self-hosted model and 3% to a frontier model costs $0.57 per thousand runs, 96% less than frontier-only at $14.

Shared engineering standards

Four verticals, one way of building.

Deterministic guardrails

The model handles language. Pricing, policy and permissions are hard-coded and schema-validated.
- Schema validation
- Hard-coded policy
- Permission checks
You own everything

Workflows, prompts, code and credentials transfer on delivery. No seat fees, no revenue share.
- Code & prompts
- Credentials
- No seat fees
Working code, not decks

Deliverables are pull requests, schemas and running pipelines your team can review and merge.
- Pull requests
- Schemas
- Running pipelines
Your infrastructure, your rules

Orchestration and data live where you choose. A frontier model is used only where a task earns it, under your own key.
- Self-hosted
- Your API keys
- Frontier only where earned

Engagement timeline

From first call to a live system in three weeks.

Consulting follows the same rhythm and ends in a validated blueprint instead of a launch.

Step 1
Days 1–3 Audit & blueprint
Step 2
Weeks 1–2 Build & orchestrate
Step 3
Weeks 2–3 Stress-test & guardrails
Step 4
Week 3+ Launch & telemetry

About

Hi, I'm Alex Shilov.

I build production-grade infrastructure designed to hold up under real-world operational load.

14+ years of backends for enterprise e-commerce (Shopify, WooCommerce, Magento) and scaled EdTech taught me exactly where high-volume systems break.

How I work today

Today, I bring that engineering rigor to autonomous operations — deploying deterministic workflows, small language models (SLMs) hosted where you choose, and sub-60s pipeline automations that protect your margins. Your data stays on infrastructure you control, and a frontier model is used only where a task earns it, under your own key.

I'm a valued member of the following programs

Free 20-minute audit

Start with the teardown.

The 20-minute audit is free, with no obligation, and it's with me, not a sales team. I read every request myself and reply within one business day.

Alex Shilov · AI Systems Builder and Auditor