Is Your Chatbot Giving Wrong Answers?
I'll Help You Implement Production-Ready RAG in 6-8 Weeks
👤 Abdessamad Ammi • AWS ML Certified • Azure AI Engineer • 10+ years experience
I design cloud architectures that scale your AI applications from 100 to 100,000 users while keeping costs <$5k/month. Specialized in RAG systems, LLM fine-tuning, and production model deployment.
Multi-Modal Microservices Architecture for Generative AI SaaS Platform
BCloud Consulting designed the complete cloud architecture for MasterSuiteAI, a B2B SaaS platform that orchestrates multiple AI models (GPT-4, Claude, DeepSeek, Gemini) using LangChain, with multi-modal capabilities (text, image, audio, video) and 150+ specialized content generation templates.
-72%
API Cost Reduction
Intelligent LLM routing$1.73
Cost Per User/Month
Target: <$1.85 ✓99.97%
Uptime
Serverless architecture79.6%
Cloud Cost Reduction
vs initial architecture
Production-Ready RAG Systems
Complete architectures for Retrieval-Augmented Generation with <2s latency and optimized costs. Pinecone, Weaviate, ChromaDB integrated with LLMs.
LLM Deployment & Fine-tuning
Deploy fine-tuned models on AWS SageMaker and Azure ML with automated CI/CD and versioning. From model to production in weeks, not months.
GPU Cost Optimization
Smart routing, caching and spot instances that reduce AWS ML bill by 60-80%. Real-time monitoring of inference costs and latency.
Autonomous AI Agents
Intelligent systems that automate complex end-to-end decisions. From customer service to research, without human intervention. 6-12x ROI in 4 months.
Specialized Services in AI/ML Infrastructure
Does your company need to implement generative AI but lacks an internal ML team? I'll help you design the complete cloud architecture and take it to production in 6-8 weeks. Specialized in RAG systems, cost optimization and model deployment. Stack: AWS/Azure, LangChain, Vector DBs, MLOps pipelines.
Production-Ready RAG Systems & Generative AI
Is your chatbot giving generic answers? I'll help you implement RAG systems that connect generative AI with YOUR internal documentation. Accurate, contextual, up-to-date responses.
Real case: Salesforce reduced 66% external queries. 72% RAG implementations fail—I guarantee success.
$12k-25k | 6-8 weeks | 99.95% uptime
Cloud Cost Optimization & FinOps
Did your AWS bill grow from $3k to $18k? Complete audit + guaranteed 30% reduction. We identify zombie resources, over-provisioning, optimize GPUs with spot instances.
Real case: SaaS Startup: $22k/month → $8k/month (64% reduction). Gartner: 50% companies overspend on cloud.
Outcome-based: $5k base + 15% savings x 12 months | Payback <1 month
MLOps & Production Model Deployment
Have your ML models been stuck for 4 months without reaching production? I'll help you implement complete MLOps pipelines: Git → Test → Automatic Deploy in 3 weeks. Next models: 1 day vs 4 months.
Industry data: 87% ML models never reach production. Scale-ups reduce deployment time from weeks to 1 day.
$12k-22k | MLflow + Kubernetes + CI/CD | Includes team training
Autonomous AI Agents that Execute Tasks Without Supervision
Does your team lose 20 hours/week on repetitive tasks? I'll help you create autonomous AI agents that make decisions, execute actions and learn from results. Customer service, research, operations automation.
Market data: $7B → $93B (CAGR 44.6%). 93% IT executives investing in agentic AI next 6 months.
$8k-18k | 4-8 weeks | LangChain + AutoGPT + RAG integration
Direct technical implementation, no intermediaries
I personally work on each project from architecture design to deployment. Specialized in RAG systems, MLOps and cloud infrastructure optimization for generative AI applications. AWS ML Specialty and Azure AI Engineer certifications with 10+ years building systems that handle real production traffic.
30-50%
Cloud cost reduction
99.95%
Guaranteed uptime
High ROI
Verified return on AI/ML projects
8+
Years innovating in Cloud and AI
Want to reduce your cloud costs and optimize your infrastructure?
Request a free technical audit. I'll analyze your current architecture and show you concrete improvement opportunities.
