A protective sidecar gateway in front of LLM endpoints — multi-layer detection (regex/AST, ML classifier, semantic checks), a GPT-4.1 sanitizer, and a deterministic Pydantic policy engine.
AI Quoting Assistant (AOI Marketing RFP Response Generator)
OCR ingestion of internal PDFs/images, content normalization and chunking, a retrieval layer, and a RAG pipeline that generates RFP responses grounded only in approved internal materials.
Impact
Cut RFP first-draft turnaround from ~5 business days to under 4 hours, and reduced review cycles from 3–4 rounds to usually 1.
Users
20+ person sales and proposal team at AOI Marketing (account managers + technical writers).
Revenue generated
Supported ~$2.4M in RFP pipeline in the first two quarters; contributed to 3 closed deals totaling ~$680K where the tool drafted the initial response.
AIRAGchatbots
SLM-PORTAL— Finetuning Platform
All-in-one platform that turns your raw documents into specialized, fine-tuned small language models without needing an ML team. You simply upload your files, auto-generate clean training datasets, fine-tune a lightweight model, and deploy it securely via OpenAI-compatible API. It keeps your organization's data private with complete tenant isolation while remaining significantly faster and cheaper than running giant LLMs.
Impact
Empowers domain experts to build, fine-tune, and deploy private custom AI agents from documents without an ML team.
Cuts operational costs and complexity by replacing massive models with fast, secure, and fully owned small language models.
We hired Abdul to build a forecasting engine in healthcare finance — work that needs both domain and ML expertise. He anticipated edge cases, built robust code, and even jumped in on a separate deadline. We'd hire him again without hesitation.
UC
Upwork Client
Healthcare Finance · AR Forecasting Dashboard · Chicago, USA
★★★★★ 5.0 on Upwork
Abdul was a well-respected Business Process Analyst on our CCL team for about a year. Beyond process work, he contributed AI development, API work, and process improvement — with fantastic impact. Responsive, reliable, and I'd hire him again.
E
Erin
Global Business Process Office · Center for Creative Leadership (CCL)
★★★★★ 5.0 on Upwork
It was great working with Abdul!
UC
Upwork Client
GA4 Marketing Dashboard & Pipeline
★★★★★ 5.0 on Upwork
Abdul has a great work ethic and is committed to delivering value. We needed a fully custom solution with nothing off-the-shelf, and he worked through the details to get results. Great to work with.
M
Matt
Python / Data Scraper & Database · Jacksonville, USA
★★★★★ 5.0 on Upwork
Great work with Abdul. He's a cloud and data analysis expert. Great programmer. Quick and competent!
UC
Upwork Client
ML Engineer · GCP Data for ML Models
★★★★★ 5.0 on Upwork
We hired Abdul to build a forecasting engine in healthcare finance — work that needs both domain and ML expertise. He anticipated edge cases, built robust code, and even jumped in on a separate deadline. We'd hire him again without hesitation.
UC
Upwork Client
Healthcare Finance · AR Forecasting Dashboard · Chicago, USA
★★★★★ 5.0 on Upwork
Abdul was a well-respected Business Process Analyst on our CCL team for about a year. Beyond process work, he contributed AI development, API work, and process improvement — with fantastic impact. Responsive, reliable, and I'd hire him again.
E
Erin
Global Business Process Office · Center for Creative Leadership (CCL)
★★★★★ 5.0 on Upwork
It was great working with Abdul!
UC
Upwork Client
GA4 Marketing Dashboard & Pipeline
★★★★★ 5.0 on Upwork
Abdul has a great work ethic and is committed to delivering value. We needed a fully custom solution with nothing off-the-shelf, and he worked through the details to get results. Great to work with.
M
Matt
Python / Data Scraper & Database · Jacksonville, USA
★★★★★ 5.0 on Upwork
Great work with Abdul. He's a cloud and data analysis expert. Great programmer. Quick and competent!
UC
Upwork Client
ML Engineer · GCP Data for ML Models
★★★★★ 5.0 on Upwork
EdTechHealthcareFintechReal EstateB2B SaaS
Anything in Mind? Let's Talk
AI product, automation bottleneck, RAG use case, or operational workflow — tell me what's slowing your team down, or what revenue you're leaving on the table.