AI Solution Architect
Deploys a multi-agent AI system that orchestrates specialized agents for requirements analysis, RAG-powered product retrieval, solution architecture, validation, pricing optimization, risk assessment, sustainability scoring, and compliance checking—delivering complete solutions in minutes..
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
Intelligent Solution Designer - Natural language requirements input with example scenarios and technical infrastructure configuration
Agent Orchestration Hub - Real-time multi-agent execution with live activity feed, progress tracking, and system metrics
Solution Intelligence Dashboard - AI-generated architecture with component breakdown, pricing analysis, and validation scores
Final Output Dashboard - Complete solution with quality scores, compliance badges, and architecture summary for approval
AI Agents
Specialized autonomous agents working in coordination
Orchestrator Agent
Complex solution design requires coordinating multiple specialized tasks in the correct sequence with proper data handoffs between processing stages.
Core Logic
Acts as the central coordinator that manages the workflow execution graph, routes tasks to specialized agents, handles inter-agent communication, manages human approval checkpoints, aggregates outputs, and ensures the pipeline completes successfully with comprehensive audit trails.
Requirements Analyst Agent
Natural language RFP requirements are unstructured and ambiguous, making it difficult to systematically match against product capabilities.
Core Logic
Parses natural language input using NLP to extract structured entities (user counts, locations, security levels, budget ranges, compliance frameworks). Performs intent classification, sentiment analysis, and complexity scoring. Identifies ambiguities and generates clarifying questions when needed.
RAG Retriever Agent
Finding optimal products from a catalog of thousands of SKUs requires semantic understanding beyond keyword matching.
Core Logic
Generates query embeddings using text-embedding-3-large (3072 dimensions), performs vector similarity search against the product catalog, applies BM25 lexical ranking, reranks results using cross-encoder models, and assembles optimized context windows for downstream agents. Sources include product catalogs, knowledge bases, pricing rules, and compatibility matrices.
Solution Architect Agent
Designing multi-tier IT architectures with proper redundancy, scalability, and component compatibility requires deep technical expertise.
Core Logic
Uses chain-of-thought reasoning to design solution architectures. Selects components across network, compute, storage, and security layers. Validates compatibility using constraint checking. Models redundancy configurations (N+1, 2N). Calculates capacity requirements and generates architecture diagrams with bill of materials.
Validator Agent
Proposed solutions may contain incompatible components, incorrect configurations, or claims not supported by product specifications.
Core Logic
Cross-references solution components against compatibility matrices. Validates technical specifications against requirements. Performs fact-checking against source documentation. Runs hallucination detection to ensure all claims are grounded in retrieved context. Generates validation reports with confidence scores.
Pricing Engine Agent
Calculating optimal pricing requires applying complex discount rules, volume tiers, promotional offers, and partner-specific pricing—often leaving money on the table.
Core Logic
Aggregates list prices, applies partner tier discounts, identifies applicable promotions, calculates volume discount thresholds, evaluates bundle pricing opportunities, and optimizes order consolidation for maximum savings. Generates detailed pricing breakdowns with savings analysis.
Risk Assessor Agent
Solution implementations carry risks including supply chain delays, technical complexity, vendor dependencies, and budget overruns that are often discovered too late.
Core Logic
Identifies risks across categories (supply chain, technical, financial, operational). Assesses probability and impact scores. Generates mitigation strategies with ownership assignments. Produces risk matrices and contingency recommendations. Monitors real-time market conditions for emerging risks.
Sustainability Analyst Agent
Organizations need to meet ESG commitments and carbon reduction targets but lack visibility into the environmental impact of IT procurement decisions.
Core Logic
Calculates carbon footprint (CO2e) for proposed solutions including manufacturing, shipping, and operational emissions. Evaluates energy efficiency ratings (EPEAT, Energy Star). Identifies green alternatives with lower environmental impact. Scores solutions against sustainability frameworks and generates ESG compliance reports.
Compliance Checker Agent
IT solutions must meet industry-specific regulatory requirements (HIPAA, GDPR, PCI-DSS, SOC2, FedRAMP) which are complex to validate manually.
Core Logic
Maps solution components against compliance framework requirements. Identifies compliance gaps and generates remediation steps. Validates certifications and attestations. Produces compliance assessment reports with detailed requirement mappings and audit-ready documentation.
Forecast Planner Agent
IT investments must account for future growth, but capacity planning is often based on guesswork rather than data-driven projections.
Core Logic
Projects capacity requirements over 1, 3, and 5-year horizons based on growth parameters. Identifies upgrade milestones and technology refresh cycles. Generates TCO projections with CapEx/OpEx breakdowns. Produces technology roadmaps aligned with business growth trajectories.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
6 technologies
Architecture Diagram
System flow visualization