Pillars of Erudogix Operations
Explore how we deliver academic integrity compliance mentoring, secure private AI tuning, and customized web billing architectures.
Academic Support & Mentorship
Achieve 80+ Marks on Your Own MeritErudogix provides elite 1:1 mentorship, syllabus coaching, and constructive feedback on drafts. We teach you how to analyze, reference, and build academic assignments independently.
- 1:1 Concept Mentoring on difficult modules
- Detailed analytical feedback on project drafts
- Academic writing style and referencing workshops
- Exam preparation and syllabus breakdown sessions
86% average grade achieved by mentored students

Small Language Models (SLMs)
Private, Secure Offline AI ArchitecturesWe instruct-tune compact models (1.5B to 8B params) using SFT and preference alignment (DPO) to execute niche business processes locally on commodity hardware.
- Supervised Fine-Tuning (SFT) for high precision tasks
- Direct Preference Optimization (DPO) safety alignment
- Quantized compilation for local execution on edge nodes
- Clause auditing and document search indexing pipelines
50% latency drop & 100% offline data residency security

App Studio & Software Engineering
Automated Fintech Ledgers & WorksheetsWe engineer secure web and mobile applications with automated invoice ledgers, employee timecards, and real-time workspaces designed to streamline agency accounting.
- Freelance timecard and rent ledger worksheets
- Dynamic invoicing builders with tax rate engines
- PostgreSQL-backed relational databases with connection pools
- Admin dashboards with role-based dashboard access
$1.2M+ invoicing volume processed securely

Deployed in Global Enterprise Operations
Erudogix customized models and engineering tools are deployed and audited across corporate organizations and research groups.