AI Systems Architect & Automation Engineer. Engineering unfair operational leverage for high-growth marketing teams, e-commerce brands, and SMBs through production-grade voice agents, deterministic n8n pipelines, and multi-model LLM workflows.
Most AI agencies fail because they sell brittle toys or promise to fire entire departments. We believe in mechanical advantage: giving your existing team the throughput of a 10-person department without expanding payroll.
Workflows, Agents, Tools. We strictly decouple probabilistic LLM reasoning from deterministic code execution. AI makes contextual decisions; fault-tolerant code moves and verifies data. Result: 99.9% reliable automation that never hallucinates client data.
We never pitch blind implementation retainers. Every partnership begins with a diagnostic 48-hour audit of your actual operational bottlenecks, followed by a verified architecture roadmap with explicit ROI projections. We only build what mathematically pays for itself.
Traditional businesses scale by adding account managers, support reps, and data-entry clerks linearly with revenue. Autonomous agent infrastructure lets you absorb 5x to 10x volume surges while keeping headcount flat and operating margins expanding.
See exactly how many manual hours and payroll dollars your business loses each year to repetitive data entry, email triage, and slow speed-to-lead.
*Based on empirical benchmarks from 40+ deployed n8n and voice agent workflows across marketing agencies, logistics, and field service operations.
Zero toy demos. Every architecture below processes live commercial transactions, phone calls, or critical procurement pipelines.
Sub-second conversational voice agent answering inbound customer calls, handling interruptions naturally, qualifying lead intent, verifying real-time calendar availability, and booking appointments into Google Calendar / Cal.com automatically.
Autonomous diagnostic agent that ingests company URLs, scrapes deep market intel, scores a 5-dimension AI Readiness Metric (Data, Repeatability, Stack, AI Literacy, ROI), and outputs a tailored 90-day implementation roadmap with explicit dollar payback periods.
Full-scale procurement automation listening to inbound commercial textile inquiries via IMAP, executing custom regex parsers over 13 technical fabric specs, auto-compiling master Google Sheets ledgers, and triggering daily 3:00 PM BST vendor RFQ dispatch tables.
Continuous prospect pipeline scraping domain metadata, verifying business emails via Hunter.io API, scoring ideal customer fit (ICP) with Claude 3.5 Sonnet, and automatically routing high-intent contacts into HubSpot with personalized 2-way booking triggers.
Instant sales enablement copilot that ingests target prospect URLs and LinkedIn profiles, scrapes tech stack and recent announcements via Jina Reader, and generates a 60-second executive battlecard containing pain points, opening hooks, and counter-objections.
Deep customer psychographic analysis engine analyzing customer testimonials, Reddit feedback, and competitor copy. Outputs comprehensive buyer personas, before-and-after emotional state matrices, and high-converting marketing hooks.
How production AI workflows actually connect across voice gateways, orchestration state machines, multi-model reasoning, and enterprise storage.
Vapi.ai Bi-directional Webhook (<850ms)
Payload Validation & Router
Claude 3.5 Sonnet / Tool Calling
Google Calendar + HubSpot Upsert
Predictable engineering. No open-ended hourly retainers or vague experiments. Every engagement follows a structured 3-phase path to guaranteed ROI.
A comprehensive technical diagnostic analyzing your team's repetitive tasks, manual data bottlenecks, customer response lag, and tech stack readiness.
Complete production engineering architecture specifying end-to-end n8n workflow schemas, prompt guardrails, error-handling logic, and integration APIs.
We build, deploy, stress-test, and maintain your custom AI agents. 24/7 error monitoring, prompt optimization, model upgrades, and proactive scaling.
I'm Tarif Ahmed — an AI Systems Architect and Automation Engineer based in Dhaka, Bangladesh, building production-grade autonomous operations for high-growth Western businesses.
I don't build toy prototypes, fragile Zapier scripts, or gimmicky ChatGPT wrappers. Every system I engineer handles real customer phone calls, processes complex commercial orders, or enriches enterprise sales leads 24 hours a day with deterministic error recovery.
My work sits precisely at the technical intersection of voice AI (Vapi.ai), orchestration state machines (n8n MCP), and multi-model reasoning (Claude, GPT-4o, Gemini) — deeply connected into the CRMs, calendars, and databases your business already relies on.
Beyond solo architecture consulting, I founded Outstride AI (outstrideai.com), our specialized AI agency helping Western marketing teams, e-commerce brands, and SMBs outstride their competitors without inflating their payroll.
Honest, engineering-grade clarity on privacy, reliability, costs, and technology choices.
Whether you need a sub-second voice receptionist handling 500 daily inbound calls or an n8n pipeline replacing 3 full-time data coordinators, let's diagnose the leverage.