Projects

github.com/jaig1 →

Every project below started with the same conversation: a business owner or team leader whose team was spending too much time on work that kept them from doing what they do best. Chasing invoices instead of chasing growth. Reviewing contracts line by line instead of closing deals. Preparing for sales calls manually instead of building relationships. Answering the same HR questions every week instead of developing their people.

These are the problems I build for. Not AI for its own sake — AI that frees your team to focus on the work that actually moves the business forward, measurably reduces cost and effort, and puts control back in the hands of the people running the business. Each project here has been delivered end-to-end: scoped, built, hardened for production, and handed over with documentation and support. No proof-of-concept theatre.

If you recognise your business in any of these, that's the point.

Multi-Agent Business Process Automation Platform

An orchestration platform that coordinates specialized AI agents to automate complex enterprise workflows across HR, IT, Finance, and Customer Operations — enabling autonomous task execution while maintaining governance and human-in-the-loop oversight.

Orchestrator
Orchestration Agent
Dynamically assigns tasks, exchanges context between agents, and determines the optimal execution path for each workflow.
Document Analyst
Ingests, parses, and extracts structured data from unstructured documents using RAG and OCR.
Policy Validator
Checks outputs and decisions against enterprise policies, compliance rules, and regulatory guidance.
Data Retrieval Agent
Queries CRM, ERP, HR, and ITSM systems via secure APIs to surface relevant context.
Workflow Executor
Triggers downstream business actions, updates records, and routes approvals through enterprise systems.
Communications Agent
Drafts and sends context-aware customer and employee communications.
Reporting Agent
Generates summaries, audit logs, and observability dashboards for completed workflows.
  • ActiveCommercial

    Multi-Agent Business Process Automation Platform

    Orchestrates specialized AI agents to automate complex enterprise workflows across HR, IT, Finance, and Customer Operations. Agents collaborate through an orchestration layer with human-in-the-loop approval for high-impact decisions.

    • ›Multi-agent orchestration with dynamic task assignment and context exchange
    • ›Centralized RAG knowledge layer with vector databases for accurate, grounded responses
    • ›Production-ready: prompt management, observability dashboards, audit logging, RBAC
    PythonLangGraphCrewAIAzure OpenAIVector DBKubernetesDocker
  • ShippedCommercial

    AI Contract Review Assistant

    Accelerates legal agreement analysis using LLMs, RAG, and enterprise legal knowledge. Identifies contractual risks, summarizes complex clauses, highlights deviations from standard templates, and recommends revisions — while keeping legal counsel in the loop for final approval.

    PythonAzure OpenAILangChainAzure AI Document IntelligenceVector DBDocker
  • ShippedCommercial

    Sales Intelligence AI Copilot

    Helps sales teams prepare for customer engagements, automate admin work, and identify revenue opportunities. Combines CRM data, customer communications, and product documentation with LLMs to deliver personalized recommendations and actionable insights throughout the sales lifecycle.

    PythonAzure OpenAILangChainVector DBMicrosoft Graph APISalesforce / Dynamics
  • ActiveCommercial

    Intelligent Invoice & Document Processor

    Eliminates manual data entry for SMBs by automatically extracting, classifying, and validating data from invoices, purchase orders, and expense receipts using OCR and LLMs — posting structured results directly into their accounting system. Built for businesses drowning in paperwork who need accuracy without headcount.

    • ›OCR + LLM pipeline handles scanned PDFs, photos, and email attachments
    • ›Validates extracted data against business rules before posting to QuickBooks, Xero, or custom ERP
    • ›Human-in-the-loop review queue for low-confidence extractions
    PythonAzure Document IntelligenceOpenAILangChainREST APIsDocker
  • ActiveCommercial

    Employee Onboarding & HR Knowledge Assistant

    A conversational AI assistant that answers HR policy questions, guides new hires through onboarding steps, and surfaces the right document at the right moment — so HR teams stop answering the same questions repeatedly. Trained on the company's own handbooks, policies, and SOPs via RAG.

    • ›RAG over HR documents, policies, and onboarding materials — answers grounded in company-specific content
    • ›Escalates unanswered questions to HR with full conversation context
    • ›Integrates with Slack, Teams, or a standalone web interface
    PythonClaude / OpenAIRAGVector DBSlack / Teams Integration
  • ActiveCommercial

    AI Business Intelligence Analyst

    Lets non-technical SMB owners ask plain-English questions about their own business data — "Which customers haven't reordered in 90 days?", "What were my top 5 products last quarter?" — and get instant answers with charts. Connects to databases, spreadsheets, or BI tools without requiring SQL knowledge.

    • ›Text-to-SQL engine translates natural language queries into accurate database queries
    • ›Generates charts and narrative summaries alongside raw results
    • ›Role-based access control ensures staff only see data relevant to their function
    PythonOpenAIText-to-SQLReactCharting LibrariesPostgreSQL / BigQuery