FRONTIER AI CONSULTING

Custom AI Development & Strategic Consulting

From LLM integrations to production infrastructure — we build frontier AI systems that scale. 10x faster development, 50% cost reduction.

AI Is Transforming Your Industry. Are You Ready?

Your competitors are deploying AI to automate processes, personalize customer experiences, and make faster decisions. Meanwhile, your team is stuck with manual workflows, generic customer interactions, and slow decision-making.

The AI revolution is here: 72% of businesses have adopted AI in at least one function. Companies using AI report 40% higher productivity and 30% cost reduction. But most businesses struggle with AI implementation—unclear use cases, failed pilots, wasted budgets, and technical complexity.

You know AI is the future, but where do you start? Which AI tools actually work? How do you integrate AI without disrupting operations? How do you ensure security and compliance? How do you measure ROI? Most businesses waste $50K-$200K on failed AI pilots because they lack strategic guidance and technical expertise.

The generic AI tools (ChatGPT, off-the-shelf chatbots) don't solve your specific problems. They can't integrate with your systems, understand your business logic, or scale with your needs. You need custom AI solutions built for your exact requirements. Learn more about operational automation strategies to transform your business.

The cost? Falling behind competitors, wasted AI investments, missed transformation opportunities, and losing market share to AI-powered competitors.

Our System: Strategic AI Transformation

We start with an AI readiness assessment to identify high-impact opportunities. Not every process needs AI. We focus on use cases with clear ROI: repetitive tasks that waste hours, customer interactions that need personalization, decisions that require data analysis, and processes that bottleneck growth.

Then we build custom AI solutions tailored to your business: LLM integrations that understand your domain, predictive models trained on your data, automation workflows that fit your processes, and AI-powered customer experiences that drive conversions. Everything is integrated with your existing tools—CRM, databases, APIs, and workflows.

We use cutting-edge AI technologies: GPT-4 and Claude for natural language understanding, vector databases for semantic search and retrieval, custom fine-tuned models for specialized tasks, and production-grade infrastructure that scales. Every system includes proper monitoring, security, and governance.

Our approach is different: We don't just build AI systems—we ensure they deliver business value. Every project includes clear success metrics, ROI tracking, A/B testing, and continuous optimization. You see measurable results: time saved, costs reduced, revenue increased, and customer satisfaction improved.

Want to understand how to scale your business systems? We help you identify the right use cases, choose the right technologies, and implement AI systems that actually work.

Result: 10x faster development, 50% cost reduction, and AI systems that transform your business. You stop experimenting and start delivering real ROI.

Real-World Application: SaaS Company

The Challenge:

A B2B SaaS company with 2,000+ customers was drowning in support tickets. Their support team spent 60% of time answering repetitive questions about product features, billing, and integrations. Average response time was 4-6 hours. Customer satisfaction scores were declining. They tried off-the-shelf chatbots, but they couldn't handle complex technical questions and frustrated customers with generic responses. The support team was burned out, and hiring more agents wasn't scalable.

The Implementation:

We built a custom AI support system over 8 weeks. Week 1-2: Analyzed 12 months of support tickets to identify patterns and common questions. Discovered 70% of tickets fell into 12 categories that could be automated. Week 3-4: Built a RAG (Retrieval-Augmented Generation) system using their documentation, past tickets, and product knowledge base. Integrated with their help desk (Zendesk) and CRM (Salesforce). Week 5-6: Developed an AI assistant powered by GPT-4 that could answer technical questions, troubleshoot issues, and escalate complex cases to human agents. Week 7-8: Tested with beta users, refined responses, and deployed to production with proper monitoring and human oversight.

The Results (90 Days):

  • • Ticket Volume Reduction: 65% of tickets resolved by AI without human intervention
  • • Response Time: Dropped from 4-6 hours to under 2 minutes for AI-handled tickets
  • • Customer Satisfaction: Increased from 3.2/5 to 4.6/5 (44% improvement)
  • • Support Team Efficiency: Freed up 24 hours per week per agent to focus on complex issues
  • • Cost Savings: Avoided hiring 3 additional support agents ($180K annual savings)
  • • Accuracy: AI achieved 94% accuracy on technical questions after 30 days of learning
  • • ROI: $75K investment paid for itself in 5 months

The VP of Customer Success's feedback: "This AI system transformed our support operations. Our team went from drowning in tickets to focusing on high-value customer relationships. Customers love the instant responses, and our team loves not answering the same questions 50 times a day. The ROI was clear within the first month."

The key to success? Custom AI trained on their specific knowledge base. Off-the-shelf chatbots couldn't handle technical product questions. Our RAG system understood their documentation, learned from past tickets, and provided accurate, contextual answers. The result: better customer experience, happier support team, and massive cost savings.

End-to-End AI Consulting Services

From strategy to production, we handle every aspect of your AI transformation.

AI Strategy & Assessment

Identify high-impact AI opportunities and create a roadmap aligned with your business goals.

  • AI readiness assessment
  • Use case identification
  • ROI modeling & prioritization
  • Technology stack recommendations

Implementation & Development

Build production-ready AI systems with LLM integrations, custom models, and scalable infrastructure.

  • LLM integration (OpenAI, Anthropic, etc.)
  • Custom model development
  • RAG & vector database setup
  • API design & deployment

Security & Governance

Ensure your AI systems are secure, compliant, and aligned with best practices.

  • Security audits & hardening
  • Compliance frameworks (SOC 2, GDPR)
  • AI governance policies
  • Risk assessment & mitigation

Growth & Analytics

Measure, optimize, and scale your AI systems for maximum business impact.

  • Performance monitoring & optimization
  • A/B testing & experimentation
  • Cost optimization strategies
  • Scaling & infrastructure planning

Why Choose PILON Qubit for AI Consulting

10x

Faster Development

Ship AI features in weeks, not months, with our battle-tested frameworks and expertise.

50%

Cost Reduction

Reduce AI development and infrastructure costs through optimization and best practices.

100%

Hands-On Support

Work directly with experienced AI engineers who understand both technology and business.

Our Consulting Process

A proven framework for delivering AI projects on time and on budget.

1

Discovery & Assessment

We analyze your current state, identify opportunities, and define success metrics.

1-2 weeks
2

Strategy & Planning

Create a detailed roadmap with prioritized initiatives, timelines, and resource requirements.

1-2 weeks
3

Implementation

Build and deploy AI systems with continuous feedback and iteration.

4-12 weeks
4

Optimization & Scale

Monitor performance, optimize costs, and scale systems as your business grows.

Ongoing

AI Solutions We Build

LLM-Powered Applications

Build conversational AI, content generation, and intelligent automation with GPT-4, Claude, and other LLMs.

  • AI chatbots & assistants
  • Content generation tools
  • Document intelligence
  • Code generation

Custom AI Models

Train and deploy custom models for specialized tasks that off-the-shelf solutions can't handle.

  • Computer vision systems
  • Predictive analytics
  • Recommendation engines
  • Anomaly detection

AI Infrastructure

Build scalable, secure infrastructure for AI workloads with proper monitoring and governance.

  • Vector databases (Pinecone, Weaviate)
  • Model serving & APIs
  • MLOps pipelines
  • Observability & logging

Is This Right for Your Business?

✓ Perfect For:

  • • Businesses ready to invest $50K+ in AI transformation
  • • Companies with complex processes ripe for automation
  • • Teams needing custom AI solutions (not off-the-shelf)
  • • Businesses wanting strategic AI guidance
  • • Companies committed to long-term AI adoption
  • • Organizations with clear use cases and ROI expectations
  • • SaaS, e-commerce, and tech companies scaling operations

✗ Not For:

  • • Businesses looking for cheap AI chatbot plugins
  • • Companies not ready to invest in custom development
  • • Teams expecting AI to solve all problems instantly
  • • Businesses without clear AI use cases
  • • Companies wanting DIY AI implementation
  • • Organizations unwilling to change processes
  • • Businesses expecting zero involvement in the project

Frequently Asked Questions

What's the difference between your AI consulting and off-the-shelf AI tools?

Off-the-shelf AI tools (like ChatGPT, Jasper, or generic chatbots) are one-size-fits-all solutions that work for basic use cases but can't handle complex, business-specific requirements. Our custom AI consulting builds solutions tailored to your exact needs: integrated with your existing systems, trained on your data, optimized for your workflows, and designed for your specific business logic. We handle everything from strategy to production deployment, ensuring your AI systems deliver measurable ROI and scale with your business.

How long does an AI consulting engagement typically take?

Timeline varies by project complexity. Discovery and assessment: 1-2 weeks. Strategy and planning: 1-2 weeks. MVP development and testing: 4-8 weeks. Full production deployment: 8-12 weeks. Most clients see initial results within 6-8 weeks, with full production systems deployed in 3-4 months. We work in sprints with continuous feedback, so you see progress every 2 weeks rather than waiting months for final delivery.

What AI technologies and platforms do you work with?

We work with the full spectrum of AI technologies. Large Language Models: OpenAI (GPT-4), Anthropic (Claude), Google (Gemini), open-source models (Llama, Mistral). Vector Databases: Pinecone, Weaviate, Chroma, Qdrant. ML Frameworks: TensorFlow, PyTorch, scikit-learn, Hugging Face. Cloud Platforms: AWS, Google Cloud, Azure for scalable infrastructure. We choose the right tools based on your specific requirements, budget, and long-term goals—not based on what's trendy or what we prefer.

How do you ensure AI systems are secure and compliant?

Security and compliance are built into every AI system we develop. We implement data encryption at rest and in transit, role-based access control and authentication, security audits and penetration testing, compliance frameworks (SOC 2, GDPR, HIPAA if needed), AI governance policies and documentation, and monitoring and logging for audit trails. We also ensure your AI systems follow responsible AI principles: transparency, fairness, accountability, and privacy. Every system includes proper data handling, bias detection, and human oversight mechanisms.

What's the typical ROI for AI consulting engagements?

ROI varies by use case, but most clients see 3-5x return within 12 months. Common ROI drivers include: 50-80% reduction in manual processing time, 30-50% improvement in customer satisfaction, 20-40% increase in sales conversion rates, 40-60% reduction in operational costs, and 2-3x faster decision-making speed. For example, an e-commerce client automated product descriptions with AI, reducing content creation time from 30 minutes to 2 minutes per product—saving 15 hours per week and enabling 5x faster catalog expansion. The $75K investment paid for itself in 4 months.

Do you provide ongoing support after deployment?

Yes. All AI systems require ongoing monitoring, optimization, and maintenance. We offer flexible support packages including: performance monitoring and optimization, model retraining and updates, infrastructure scaling and cost optimization, feature enhancements and improvements, security patches and compliance updates, and strategic consulting for new AI initiatives. Most clients choose monthly retainers starting at $5K-$15K depending on system complexity and support level required. We also provide training and documentation so your team can manage day-to-day operations independently.

Custom Pricing

Every AI project is unique. We provide tailored quotes based on your specific needs, timeline, and scope.

What's Included

Dedicated AI engineering team
Strategic consulting & roadmap
Production-ready code & infrastructure
Ongoing support & optimization
Security & compliance implementation
Team training & documentation
Request Custom Quote

Meet Sergio Beltran

From restaurant operations director to AI business consultant, Sergio brings real-world operator experience to every AI consulting engagement.

Built AI restaurant operations platform that saved $180K annually across 15 locations

Developed AI support system that resolved 65% of tickets without human intervention

8+ AI & business certifications from Stanford, MIT, Google, and IBM

Learn More About Sergio
"AI isn't magic. It's a tool. But it's the most powerful tool businesses have ever had access to. The key is knowing when to use it, how to use it, and understanding that it's meant to enhance human capability, not replace it."
SB
Sergio Beltran
Founder & AI Strategy Consultant

Ready to Build Frontier AI Systems?

Book a free strategy call to discuss your AI goals and explore how we can help.