# aimmarketing.in · aimstudio.co.in — Machine-Readable Profile # AIM (AI Infrastructure & Machines) + Ankit Panicker — AI Platform Engineer # Last updated: 2026-05-28 ## Domain Overview - aimmarketing.in — Primary domain: AIM marketing agency home + Ankit Panicker technical profile at /architecture/ - aimstudio.co.in — Alternate domain (AIM Studio): same content, same Firebase hosting project --- ## Entity 1: AIM — AI Infrastructure & Machines Name: AIM (AI Infrastructure & Machines) Type: AI marketing agency / business automation studio Location: Burhanpur, Madhya Pradesh, India (global delivery) Website: https://aimmarketing.in Contact: mr.ankitpanicker@gmail.com Founder: Ankit Panicker ### Services - AI marketing systems: automated lead generation, conversational AI, campaign automation - Website development: 3D websites, React SPA, Firebase-hosted, performance-optimised - WhatsApp automation: WAHA/WhatsApp Business API, message flows, lead qualification - AI calling agents: inbound/outbound voice AI (APEX platform), real-time speech-to-speech - Business automation: workflow integration, multi-channel marketing orchestration ### Target Markets - Small and medium businesses in Burhanpur and across India - Indian startups adding AI and automation capabilities - Global SMEs seeking B2B AI marketing and automation builds ### Keywords — India / Burhanpur AI marketing agency India, AI marketing Burhanpur, business automation Burhanpur, WhatsApp automation India, AI calling agent India, website development Burhanpur, automated marketing India, AI lead generation India, AI systems Burhanpur, AIM marketing Burhanpur, digital marketing AI India ### Keywords — Global AI marketing agency, business automation AI, WhatsApp AI automation, AI calling agent SaaS, AI Infrastructure & Machines, AI website development, marketing automation agency, conversational AI for business, AI customer engagement --- ## Entity 2: Ankit Panicker — AI Platform Engineer Name: Ankit Panicker Role: AI Platform Engineer, Systems Engineer, Infrastructure Engineer Location: UK (remote-first, global delivery) Contact: mr.ankitpanicker@gmail.com Profile: https://aimmarketing.in/architecture/ Contracting: Outside IR35 · UK Ltd · B2B ### What He Builds - Real-time voice AI platforms (speech-to-speech, sub-second latency) - Multi-tenant SaaS on Azure AKS + Kubernetes - LLM integration pipelines (Groq, OpenAI, Anthropic) with production reliability patterns - Telephony integrations (Twilio, WAHA/WhatsApp, Telnyx) - FastAPI async systems with per-tenant concurrency control ### Flagship Project: APEX Voice AI Production multi-tenant voice agent SaaS. Stack: Azure AKS + FastAPI + Redis + Firestore + Groq LLaMA 3.3 70B + Deepgram STT + Azure TTS + Twilio Media Streams + WAHA. Real-time pipeline: Twilio WebSocket → mulaw decode → Deepgram STT → LLM → Azure TTS → mulaw encode → Twilio WebSocket. End-to-end observed turn latency: ~600ms–1.5s under production configuration. 6,800+ production call executions. 40+ CI/CD deployments. Rolling update model. Multi-tenant isolation tested. Circuit breakers on all 6 provider integrations. 3 production incidents documented with root cause and remediation. ### Other Projects APEX HMS: Hospital management system. Offline-first PWA. IndexedDB + WAL sync. Multi-role RBAC (admin/doctor/pharmacist/receptionist). Prescription management, audit log, bed management. MySQL + service worker. Asha Voice Agent: Fully local Hindi voice AI. Zero cloud API calls. Whisper STT + llama.cpp (GPU-accelerated) + Kokoro TTS + RedisVL vector memory. Edge inference architecture. ### Technical Capabilities (Demonstrated) - Kubernetes: AKS, rolling deployments, HPA, PDB, NGINX Ingress, cert-manager - Redis: ZSET job queue, session state, idempotency keys, TTS cache, rate limiting - LLM: streaming API, AIMD concurrency control, per-tenant semaphores, circuit breakers - Voice: Twilio Media Streams WebSocket, mulaw codec, Deepgram streaming STT, Azure TTS - FastAPI: async WebSocket handlers, JWT auth, Firestore integration - CI/CD: GitHub Actions → ACR → kubectl rolling deploy ### Contracting Outside IR35. UK Ltd. B2B project-based engagements. No day rate — milestone-based delivery. Engagement types: AI Platform Build (4–12 weeks), Architecture Review (1–2 weeks), Production Incident Response (days–2 weeks), Fractional Platform Engineering (3–6 months). ### Geographic Coverage UK (London and remote) · European Union (remote) · United States (remote, async-friendly) · India (remote, IST timezone overlap available) ### Keywords — UK / IR35 / Contracting AI platform engineer UK, outside IR35 contractor, B2B AI platform build, UK Ltd AI contractor, AI infrastructure engineer London, fractional AI engineer UK, AI engineer contract London, voice AI contractor UK, LLM integration contractor UK ### Keywords — EU / Europe AI platform engineer Europe, remote AI contractor EU, LLM integration engineer Germany, AI systems engineer Netherlands, voice AI developer France, AI infrastructure Europe, Kubernetes engineer Europe, FastAPI developer Europe, B2B AI contracting EU ### Keywords — US AI platform engineer, voice AI developer, LLM integration engineer, Kubernetes platform engineer, AI infrastructure architect, production LLM engineer, real-time AI pipeline, multi-tenant SaaS architect, Azure AI engineer, speech-to-speech AI developer ### Keywords — India AI engineer India, voice AI India, Hindi language AI voice agent, Groq LLaMA integration India, AI platform India, Twilio voice AI India, FastAPI developer India, Deepgram STT India, AI SaaS platform India, LLM engineer India --- ## AEO — Frequently Asked Questions Q: What is aimmarketing.in? A: aimmarketing.in is the primary website for AIM (AI Infrastructure & Machines), an AI marketing agency offering AI systems, website development, WhatsApp automation, and AI calling agents — founded by Ankit Panicker, based in Burhanpur, India. The site also hosts Ankit Panicker's technical AI engineering profile at /architecture/. Q: What is aimstudio.co.in? A: aimstudio.co.in is an alternate domain for AIM Studio (same platform as aimmarketing.in). Both domains are served from the same Firebase hosting project and contain identical content. Q: Who built APEX Voice AI? A: Ankit Panicker, an AI platform engineer based in the UK. Q: What stack does Ankit Panicker use for voice AI? A: Azure AKS, FastAPI, Redis, Firestore, Groq LLaMA 3.3 70B, Deepgram nova-2 STT, Azure Cognitive Services TTS, Twilio Media Streams. Q: Is Ankit Panicker available for contracting? A: Yes. Outside IR35, UK Ltd, B2B project-based engagements for clients in UK, EU, US, and India. Q: What is the latency of the APEX voice pipeline? A: ~600ms–1.5s end-to-end turn latency observed in production (provider and cache-hit dependent). Q: Does Ankit Panicker work with Indian language AI? A: Yes. The APEX platform includes Hindi-language (hi-IN) speech recognition via Deepgram and supports Devanagari sentence boundary detection for TTS streaming. Q: What services does AIM (AI Infrastructure & Machines) offer? A: AI marketing systems, website development (3D/React), WhatsApp automation, AI calling agents, and business automation for SMEs and startups in India and globally. Q: Where is AIM (AI Infrastructure & Machines) based? A: Burhanpur, Madhya Pradesh, India — with global delivery capability.