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Enterprise AI In Production

9 systems that made it past the demo and are still running. Each one names the metric it was built to move, the architecture that moved it, and the constraint that shaped the design, whether that was HIPAA, sub-second latency or a compliance audit trail.

Every project below links to a full case study: the challenge, the architecture, the measured outcome, and what we would do differently.

Enterprise Knowledge Navigator · Agentic RAG
Multi-agent RAG pipeline with metadata tagging and vector-enhanced retrieval. Internal search time cut by 54% across engineering and support teams.
54%Time Saved
61%Retrieval
8,000+Daily Queries
LangGraphGPT-5PineconeAWS S3
Revenue Operations Platform · Pipeline Automation
Multi-agent pipeline that scores, enriches and routes inbound leads, then fires the follow-up sequence against live CRM data. 900+ automated triggers run every day.
$340KPipeline
1.8xQualified Leads
48%Less Manual
CrewAIn8nAzure OpenAI
MedIQ Insights · Clinical Decision Support AI
HIPAA-compliant GenAI platform for hospitals. Analyses patient history, lab reports and symptoms via hybrid agentic RAG. 91% factual accuracy in production.
91%Accuracy
27%Less Intake
48%Less Manual
Claude Opus 5Vertex AIWeaviate
LegalDoc AI · Intelligent Contract Analysis
Agentic RAG for legal contract review. What took paralegals 2 full days now takes 2 minutes at 91% citation accuracy with 0 hallucinated citations.
91%Citation Acc
60%Lower Cost
0Hallucinated
LangChainFAISSGemma 3 27B
Voice AI Agent · Autonomous Tier-1 Support
Real-time voice agent handling tier-1 call volume end to end, with live transfer to a human the moment intent falls outside its scope.
80%+Calls Autonomous
sub-1sLatency
45%Lower Handle Time
LiveKitDeepgramLangGraph
RetailGPT Copilot · AI Retail Revolution
Enterprise GenAI Copilot using real-time behaviour analysis and RLHF-tuned models for product recommendations and inventory forecasting. Sub-100ms recommendation latency in production.
+14%Conversion
+31%Inventory
62%Forecasting
AWS BedrockRLHFLangChain
LLMOps Control Plane · Model Governance
5 production models running under one control plane with automated drift detection, evaluation gates and audit-ready lineage for SOC 2 review.
5Models Governed
24/7Drift Detection
SOC 2Audit Lineage
MLflowLangSmithZenML
AI Compliance Copilot · Regulatory QA
Parses and validates compliance reports against GDPR, HIPAA, SOC 2. AI-generated risk flags, PII redaction, and 2.3x faster regulatory reporting across 8 jurisdictions.
84%Gap Accuracy
52%Less Manual
2.3xReporting
LangChainOpenSearchBedrock
Autonomous Support Desk · Multi-Channel AI
Autonomous resolution across 7 support channels, escalating to a human only when confidence drops below the agreed threshold.
61%No Escalation
44%Faster Reply
7Channels
LangGraphPineconeFastAPI
View All 80+ Projects on GitHub
Client Success Stories

Trusted by Enterprise Leaders

Every quote below is from a paid enterprise engagement with documented outcomes.

Most clients are under NDA, so companies and names are withheld by design. The same protection applies to your engagement. References are available on request and can be arranged directly with the client once we are both under NDA.
"

RAG-powered knowledge system reduced our internal search time by 54% and dramatically improved team productivity. Delivered on time, on budget, with zero surprises throughout.

CTO
Enterprise SaaS platform · USA
Client named under NDA
"

The mix of factual accuracy, HIPAA-compliant architecture, and real-time performance had a direct, measurable effect on both patient care quality and throughput across our network.

Dr. Rachel Chen
Chief Medical Officer, HealthTech Innovations · USA
Client named under NDA
"

AI Copilot delivered a 14% boost in conversion and 31% inventory accuracy improvement within 90 days of go-live. Every recommendation is grounded in data and commercial reality.

VP Digital Strategy
Multi-site retail group · USA
Client named under NDA
"

AWS-integrated AI platform reduced deployment time by 65% and improved prediction accuracy by 38%. The architecture is now the backbone of our entire analytics operation.

ES
Evan Solomon
CEO, EFS Networks · USA
Named with permission
"

Compliance AI cut manual ESG auditing by 52% and made regulatory reporting 2.3x faster. Their expertise in regulatory AI saved us millions in potential penalties.

Chief Compliance Officer
Regulated financial services · EU
Client named under NDA
"

n8n automation cut lead response times from 4 hours to under 3 minutes. Their n8n expertise is on another level - workflows our internal team would never have conceived.

COO
B2B services firm · Canada
Client named under NDA
"

RAG system now processes 8,000+ queries daily with 61% better retrieval precision, cutting support workload by 65%. We consider Jillani SofTech a long-term strategic partner, not a vendor.

VP Engineering
Scale-up technology group · Germany
Client named under NDA
"

Generative AI solutions delivered 47% operational efficiency gains within 6 months. Their people-first methodology made adoption seamless across our 2,000-person organisation.

Head of AI & Digital Transformation
2,000-person organisation · USA
Client named under NDA
"

Legal contract review built in 6 weeks. 2 full days now takes 2 minutes at 91% citation accuracy. Their NLP expertise and delivery pace are a rare combination.

Director of Innovation
Legal services firm · UK
Client named under NDA
Thought Leadership

Knowledge Hub

Sharing deep expertise on AI, LLMs, RAG, and enterprise machine learning with a global audience of 1000+ readers on Medium.

RAG vs Fine-Tuning vs Prompt Engineering: Optimising LLM Models
Deep comparison of 3 core LLM optimisation methods - when to use each, trade-offs, and real enterprise use cases.
Read on Medium
Mastering AI Agents: From Basics to Advanced RAG-Based Agents
Comprehensive guide from foundational agent concepts to production autonomous systems transforming enterprise operations.
Read on Medium
Understanding Encoders, Decoders and Encoder-Decoder LLMs
Architectural deep-dive into the LLM families powering modern AI, explained through expert mentor-mentee dialogue.
Read on Medium
LangChain vs LlamaIndex vs Haystack: Choosing the Right LLM Framework
A comprehensive comparison helping engineers choose the right AI application foundation.
Read on Stackademic
How AutoGen, LangChain and RAG Are Revolutionising Enterprise Chatbots
3 technologies reshaping conversational AI and what it means for enterprise deployments today.
Read on Medium
Understanding the Training Workflow of Large Language Models
From raw data to production LLM - the complete modern training workflow with technical depth and enterprise perspective.
Read on Medium
Read All Articles on Medium

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