AI Consultant
AVIC Labs LLC helps founders, SMB operators, and product teams turn AI ideas into working systems across computer vision, LLM/RAG, automation, model serving, and scalable ML infrastructure.
Explore serviceServices
Architecture and implementation for production AI
AI Systems Architect
AVIC Labs LLC designs how models, data, application code, infrastructure, evaluation, and deployment fit together so AI systems can work reliably in production.
Explore serviceComputer Vision Consultant
AVIC Labs LLC builds production-grade visual AI systems, including real-time video analytics, object detection, tracking, re-identification, night-image enhancement, and scalable inference pipelines.
Explore serviceLLM/RAG Consultant
AVIC Labs LLC helps teams design and build production LLM and RAG systems with clear retrieval architecture, evaluation, latency targets, cost controls, and deployment practices.
Explore serviceAI Automation Consultant
AVIC Labs LLC automates high-value workflows using LLMs, AI agents, computer vision, integrations, and custom tools so teams can reduce manual steps and make faster decisions.
Explore serviceML Infrastructure Optimization
AVIC Labs LLC optimizes ML infrastructure for teams whose models are too slow, too expensive, or too fragile in production.
Explore serviceFractional AI CTO
AVIC Labs LLC provides fractional AI CTO and technical advisory support for founders and SMB operators who need senior AI judgment, roadmap design, architecture, implementation oversight, and selective hands-on help.
Explore serviceAI Agent Development
AVIC Labs LLC designs and develops AI agents and multi-agent systems using LLM reasoning, external tools, RAG, and workflow controls to automate complex business tasks.
Explore serviceMLOps Consultant
AVIC Labs LLC helps teams move AI prototypes into robust, monitorable, and easily updatable production systems.
Explore serviceBest Fit
Where AVIC Labs is useful fastest
You have an AI prototype that needs to become a reliable product system.
Your model or inference pipeline is too slow, expensive, or fragile.
Your team needs computer vision expertise for real-world image, video, sensor, or robotics data.
You want LLM/RAG or AI automation that connects to business workflows, not a demo that sits alone.
You need senior AI judgment without hiring a full-time AI leader yet.
How Engagements Work
A transparent path from idea to production
Discovery
Clarify goals, users, data, constraints, risks, and the business reason the system should exist.
Architecture
Choose build-vs-buy, model strategy, retrieval or vision design, infrastructure, evaluation, and handoff requirements.
Implementation
Build the critical system components, integrate workflows, optimize performance, and demo progress in useful increments.
Production Handoff
Document decisions, deploy cleanly, monitor what matters, and transfer enough context for long-term ownership.
Case Studies
Anonymized production AI proof
Wildlife Technology Platform
95% ML Infrastructure Cost Reduction for a Wildlife Technology Platform
A production ML pipeline was too expensive and slow for the level of image intelligence the product needed. The work re-architected inference around optimized model serving, cutting annual infrastructure cost by more than $1M while improving speed and reliability.
$1M+ annual savings95% cost reduction6x faster inference
Read case study
Video Intelligence Platform
Scaling Real-Time Video Analytics Across 20,000+ Cameras
A video intelligence platform needed to deliver many production computer vision use cases across large camera fleets. The work standardized reusable ML pipelines, improved detection and tracking systems, and helped the team scale real-time analytics globally.
20,000+ cameras90+ use cases95% alert precision
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Wildlife Technology Platform
Animal Re-Identification and Night Image Enhancement for Wildlife Imagery
A wildlife product needed differentiated computer vision capabilities for low-light imagery and individual animal recognition. The work tackled domain gaps that off-the-shelf models could not solve cleanly.
Top customer requestNew product capabilityDomain-specific CV system
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Founder and primary consultant
AVIC Labs is led by Animikh Aich.
Animikh is the Independent AI Architect and owner of AVIC Labs LLC. He is the person providing the consulting services: architecture, feasibility review, implementation, deployment, optimization, and technical advisory.
His background spans production computer vision, ML infrastructure optimization, LLM/RAG systems, robotics research, and engineering leadership. The company exists for clients who need the rare overlap of senior AI judgment and hands-on building.
MS in AI
Boston University
IROS
2025 Research
5+ yrs
Production AI
FAQ
Straight answers before a call
What does AVIC Labs LLC do?
AVIC Labs LLC is an AI consulting firm led by Animikh Aich. It designs and builds production AI systems across computer vision, LLM/RAG, automation, MLOps, and ML infrastructure.
Who provides the consulting work?
Animikh Aich, Independent AI Architect and owner of AVIC Labs LLC, is the primary consultant and implementation lead.
What clients are the best fit?
The best fit is a founder, SMB operator, product team, or engineering leader that needs production AI judgment and hands-on implementation.
Does AVIC Labs offer remote consulting?
Yes. AVIC Labs is a US LLC and works remotely with clients worldwide.
How do projects start?
Projects start with a discovery call, followed by a scoped proposal that defines architecture, milestones, deliverables, timeline, and investment.
Start With the System You Need
Discovery, architecture, build, and handoff