# Capabilities & Tech Stack — Paravector AI > Practical AI applications matched to real business problems, deployed with the right technical approach for your environment and risk profile. --- ## Business Capabilities High-value AI applications relevant to defense and commercial organizations. Each addresses a real operational problem — not a hypothetical use case. ### Opportunity Intelligence Find relevant and meaningful business opportunities overnight. AI-driven pipelines continuously monitor SAM.gov, industry databases, and curated sources — surfacing qualified leads while you sleep. Never miss a relevant solicitation again. Tags: SAM.gov Integration, Automated Monitoring, Qualification Scoring ### Workforce Augmentation Expand employees' skills with AI tools that enhance and round out their capabilities. The focus is on the people — building AI that makes your team more capable, not replacing them. We identify the highest-leverage augmentation points specific to your workforce roles. Augmentation Spectrum: - **Simple** — Summarizing notes, meeting prep, applying your company's branding - **Moderate** — Content in your company's voice, sector-specific language, targeted communications - **Complex** — Business development support — helping your team find and land new work Tags: Role-Specific Tooling, Knowledge Assistants, Skills Gap Analysis ### Proposal Compliance Checking Check proposals for compliance before they are submitted. AI reviews your response against the full solicitation, PWS, evaluation criteria, and formatting requirements — flagging gaps, non-compliance, and missing certifications before it costs you a bid. Tags: Requirements Extraction, Gap Analysis, Compliance Scoring ### Past Performance Querying Query your company's past performance like never before. Natural language retrieval across all prior contracts, deliverables, lessons learned, and performance reports — so the right experience surfaces in seconds, not days. Tags: RAG Retrieval, Semantic Search, Proposal Integration ### Research & Knowledge Retrieval Get the most out of your searches on new and existing topics. AI-powered knowledge management that synthesizes internal documents, external sources, and expert knowledge — delivering contextualized answers, not a list of links. Tags: Multi-Source Retrieval, Context-Aware Answers, Citation Tracking ### Thought Leadership Generation Turn your company into a recognized thought leader in your field. AI-assisted pipelines that surface insights, draft content, and maintain a consistent voice across technical papers, white papers, blog posts, and industry commentary. Tags: Content Pipelines, Technical Writing AI, Voice Consistency --- ## Our Philosophy: The Right Tool for the Right Task There is no single AI approach that solves every problem. Mature processes don't get thrown out — they get revolutionized. We bring the experience to know the difference, then apply the right model, technique, and infrastructure for what needs to be done. ### Mature Processes, Modernized We don't throw out what works — we identify where AI creates measurable leverage within your existing workflows and apply it with the precision your operations require. ### Beyond the Sledgehammer Giving everyone a ChatGPT subscription is a start, not a strategy. Targeted AI applications — matched to your specific roles, data, and goals — are what create durable competitive advantage. ### Model. Technique. Hardware. Every engagement aligns the right model type, the right AI technique, and the right infrastructure for the task at hand — not the most fashionable stack or the most expensive one. --- ## Our AI Application Tech Stack We apply a rigorous, security-conscious technical approach to every engagement — selecting the right tools for your requirements, not the fashionable ones. ### AI Techniques - Retrieval-Augmented Generation (RAG) - Agentic Workflows - Tool Use & Function Calling - Planning & Reasoning Loops - Multi-Agent Architectures ### Model Types - Reasoning Language Models (RLMs) - Small Language Models (SLMs) - Frontier Commercial Models - Open-Weight / Self-Hosted Models - Embedding & Retrieval Models ### Optimization - Token Usage & Cost Reduction - Latency Tuning - Semantic & Prompt Caching - Response Streaming - Observability & Monitoring ### Infrastructure & Deployment - Self-Hosted / On-Premises - Cloud Hosting (AWS, Azure, GCP) - Hybrid Architectures - Containerized Deployments - Air-Gap Compatible Configurations ### Development Workflows - Systems Engineering for Requirements - AI-Assisted Coding - Vibe-Coding for Rapid Prototyping - Iterative Build & Evaluation - Structured Scope Definition ### Security & Compliance - NIST 800-171 / CUI Handling - Prompt Injection Mitigations - Dependency & Supply Chain Review - Continuous Vulnerability Monitoring - Model Loading Safety (safetensors) --- ## How We Work With You A structured but flexible process that respects your organization's constraints and pace. 1. **Discovery Call** — Free 30-minute conversation to understand your situation, goals, and constraints. No pitch — just listening. 2. **Opportunity Assessment** — We analyze your workflows and data landscape to identify where AI delivers the highest-value outcomes for your specific context. 3. **Scoped Engagement** — Defined deliverables, timeline, and success metrics. No open-ended retainers without clear milestones. 4. **Build & Deploy** — We build, test, and deploy — with your team involved throughout so knowledge transfers, not just software. 5. **Sustained Support** — Monitoring, iteration, security updates, and roadmap guidance. We stay involved as long as it's valuable. --- ## Contact [Discuss your Workflow](https://paravectorai.com/contact.html) — Complete our intake form and we'll map the most relevant capabilities to your specific challenges.