ashilov.com systems architect Book Systems Audit
Enterprise AI Systems & Workflow Architecture

Enterprise-Grade AI Systems, Voice Agents & Custom Workflow Architectures for Revenue and Operations.

I design and build deterministic AI pipelines — speed-to-lead engines, voice agents, recovery workflows, and operational automation — self-hosted on your infrastructure and wired directly into your existing CRM, ERP, and ops stack.

Book a Systems Audit → Explore Practice Areas ↓
  • Zero SaaS vendor lock-in
  • 100% client code ownership
  • GDPR-compliant data handling
The Cost of Manual Operations

Response Lag, Manual Routing, and Dormant Data Are Quietly Bleeding Your Margin.

Off-the-shelf software notifies you about work. It doesn't do the work. These are the three leaks I find in almost every audit.

80% Conversion Drop

The Speed-to-Lead Cliff

If a prospect isn't engaged within 5 minutes, qualification likelihood plunges 8×. Human desks average 2–4 hours to first contact.

The Fix

Sub-60-second autonomous voice & SMS qualification that fires the millisecond a webhook lands.

30%+ of Ops Hours

The Manual Ops Tax

Skilled staff burn a third of their week copy-pasting between tools — CRM updates, ticket routing, inventory checks, grading queues.

The Fix

Deterministic workflow engines that route, enrich, and sync records without human touch.

60%+ Unmonetized CRM

The Dormant Database Decay

Past leads, lapsed customers, and abandoned carts sit untouched because manual reactivation costs more hours than teams have.

The Fix

Context-aware reactivation workflows that trigger personalized outreach at zero marginal cost.

Practice Areas

Five Engineering Practices. One Standard: Production-Grade or Nothing.

Every engagement is custom-orchestrated to run deterministically on infrastructure you own.

n8n Claude Twilio / Retell CRM APIs

AI Agents & Revenue Automation

High-ticket B2B, clinics, agencies, home services, legal & financial practices.

  • Sub-60s speed-to-lead voice & SMS engines
  • Customer recovery & no-show salvage pipelines
  • Dormant-database reactivation workflows
  • Outbound pipeline orchestration
Coming soon
Shopify / Woo Webhooks Klaviyo ERP Sync

E-commerce Operations

Shopify / WooCommerce brands, multi-channel retailers.

  • Real-time inventory sync across channels
  • Catalog intelligence & enrichment
  • Tier-1 support bots with human escalation
  • Cart-recovery pipelines
Coming soon
LMS APIs Rubric Engines FERPA-aware

Education & LMS Automation

Course providers, training companies, educational institutions.

  • Rubric-aligned evaluation & grading (human-in-the-loop)
  • LMS workflow connectors (Moodle / Canvas / Blackboard)
  • Student onboarding pipelines
  • Early-warning retention signals
Coming soon
Red Team SOC 2 / GDPR Mapping Reproducible Evidence

Security Audits for AI Pipelines

Teams running AI/automation in production who need evidence it won’t leak, break, or be jailbroken.

  • AI pipeline vulnerability assessments
  • Data-leak prevention & PII flow mapping
  • Workflow resilience & failover testing
  • Prompt-injection red-team sweeps
Coming soon
Discovery Roadmap Build-vs-Buy

Technical Consulting

Founders and ops leads de-risking AI spend before committing build budget.

  • Architecture roadmaps
  • Feasibility audits & build-vs-buy analysis
  • Strategic technical advisory retainers
Coming soon
Engineering Standards

Built by a Systems Architect. Not Assembled with Fragile SaaS Wrappers.

Architecture Evaluation Criteria Generic SaaS / No-Code Wrappers Shilov Custom-Engineered Architecture
Data Privacy & Ownership Third-party cloud servers; customer data retained for vendor model training. 100% Private: Self-hosted on your cloud/VPS (Proxmox/Docker) or private n8n cluster. Full GDPR compliance.
Execution Reliability Brittle Zapier zaps with silent drop errors on high payload volumes. Production-grade error handling: Automated retry queues, dead-letter alerts, and fallback handlers.
Logic & Accuracy Vulnerable to LLM hallucinations and off-script pricing promises. Deterministic Guardrails: Strict prompt boundaries, schema validation (Zod/JSON Schema), and logic filters.
Vendor Independence Locked into recurring software seat fees ($300–$1,000/mo) that you never own. Zero Recurring IP Fees: You own 100% of workflows, logic scripts, and credentials upon delivery.
Engagement Timeline

From Friction Analysis to Live Autonomous Execution in 3 Weeks.

  1. 01 Days 1–3

    Architecture Audit & Pipeline Blueprint

    • Full audit of current lead channels, response times, and software infrastructure.
    • Delivery of complete system schematic and deterministic logic flow before code execution.
  2. 02 Weeks 1–2

    Workflow Orchestration & Agent Logic

    • Core workflow assembly in n8n; LLM prompt engineering, extraction schemas, and two-way system integration.
  3. 03 Weeks 2–3

    Sandbox Stress-Testing & Guardrails

    • Rigorous test sweeps: edge cases, bad input formats, rate-limit retries, and human handoff protocols.
  4. 04 Week 3+

    Live Deployment & Real-Time Telemetry

    • Production launch with error monitoring, conversion logging, and operational staff training.
FAQ

Frequently Asked Questions.

What size of engagement do you take on?

Engagements start with a fixed-scope Systems Audit and blueprint. Most clients proceed to one focused production system (3-week build), then expand to multi-system retainers. I deliberately take few concurrent builds so every system gets architect-level attention.

Do we have to change our existing software stack?

No. Everything is engineered API-first — REST, webhooks, and direct database queries (PostgreSQL/MySQL). If your tool has an API or a webhook endpoint, it integrates. You keep your CRM, ERP, LMS, and calendars.

How is our data handled?

Systems are self-hosted on infrastructure you control — your cloud, VPS, or private cluster. No customer data is used for model training, no third-party SaaS middlemen hold your records, and every pipeline ships with GDPR-compliant data handling documentation.

What happens after the 20-minute audit call?

You receive a written pipeline blueprint: the single highest-ROI automation for your operation, the integration points, the guardrails, and a fixed build quote. No obligation — the blueprint is yours either way.

Take Action

Ready to Plug Leaking Revenue and Automate the Busywork?

Book a 20-minute Systems Architecture Call. I'll analyze your response pipeline and outline the single highest-ROI automation for your company.

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