ENTER THE AGE OF AI
Trusted by enterprises across engineering, infrastructure and technology.
AIthatworks Beyond the Pilot Phase
Generative AI
Most AI initiatives struggle to move beyond prototypes due to weak architecture, lack of governance, or systems that fail under real-world conditions. We build production-grade generative AI systems, including LLMs, agents, and copilots, designed to operate reliably within enterprise environments and integrate seamlessly with your existing workflows.
RAG systems for knowledge grounding AI agents and copilots LLM integration
and fine-tuning Generative AI
Most AI initiatives struggle to move beyond prototypes due to weak architecture, lack of governance, or systems that fail under real-world conditions. We build production-grade generative AI systems, including LLMs, agents, and copilots, designed to operate reliably within enterprise environments and integrate seamlessly with your existing workflows.
RAG systems for knowledge grounding AI agents and copilots LLM integration
and fine-tuning AI Development
Generic models rarely deliver reliable results in real-world environments. We design and build custom AI systems that are trained on your data, structured for performance, and engineered to scale across real operational conditions.
Machine learning models Computer vision systems Predictive analytics AI Solutions
Manual processes and fragmented workflows continue to slow down operations and increase costs. We deploy targeted AI solutions that automate tasks, streamline workflows, and deliver measurable efficiency improvements without disrupting your existing systems.
Chatbots Document processing RPA and workflow automation AI Consulting
AI projects often fail due to unclear direction, poor use case selection, or lack of governance. We help you identify where AI will create real value, assess your readiness, and define a roadmap that is practical, scalable, and aligned with your business goals.
Strategy and roadmap Use case identification Governance frameworks AI Integration
Most AI initiatives struggle to move beyond prototypes due to weak architecture, lack of governance, or systems that fail under real-world conditions. We build production-grade generative AI systems, including LLMs, agents, and copilots, designed to operate reliably within enterprise environments and integrate seamlessly with your existing workflows.
RAG systems for knowledge grounding AI agents and copilots LLM integration and fine-tuning AI Product Engineering
Building AI products requires more than models, it demands robust architecture, scalability, and long-term maintainability. We design and develop AI-powered platforms and products that are production-ready and built for real users.
AI SaaS products Scalable systems End-to-end development AIagentsthatworkthewayyourteamsdo
Autonomous agents built for real business tasks, end to end. From document processing to decision support, each is tailored to your workflows.
Autonomous Agents • Task-Specific
From first call to live inproduction
STAGE 1
Discovery & AI Audit
We review your systems, data, workflows and compliance requirements and give you a clear view of where AI can fit and what’s worth pursuing.
STAGE 2
Architecture Design
We design the agent architecture, choose the right models and define the data, retrieval and governance approach before any code is written.
STAGE 3
Build & Integration
Agents are built in modules and integrated with your existing systems, ERP, CRM, databases and APIs without needing a full infrastructure overhaul.
STAGE 4
Testing & Red-Teaming
We test thoroughly before anything goes live, covering edge cases, stress scenarios, hallucination checks and compliance validation.
STAGE 5
Deploy, Monitor & Improve
We deploy with full visibility tracking agent activity, costs and performance through clear dashboards, with ongoing improvements built in from day one.
STAGE 1
Discovery & AI Audit
We review your systems, data, workflows and compliance requirements and give you a clear view of where AI can fit and what’s worth pursuing.
STAGE 2
Architecture Design
We design the agent architecture, choose the right models and define the data, retrieval and governance approach before any code is written.
AIagentssolvingrealproblemsacross your industry
HEALTHCARE
& LIFE
Clinical Documentation Agent
Extracts and structures clinical data from unstructured notes, discharge summaries and EHR records ensuring HIPAA-compliant data handling
55% reduction in clinical admin timePrior Authorization AI Agent
Automates prior authorization retrieving clinical criteria, matching patient records and submitting documentation to payers in hours.
70% faster prior auth processingPatient Risk Stratification Agent
Continuously analyses patient data to identify high-risk individuals for proactive intervention surfacing insights manual review would miss.
30% improvement in early intervention ratesHealthcare Interoperability Agent
Bridges disparate EHR systems and data formats enabling intelligent data exchange across care settings without custom point-to-point integrations.
Unified patient records across 5+ systems MANUFACTURING
& INDUSTRIAL
Regulatory Document Processing Agent
Extracts, classifies and routes data from regulatory filings, contracts and compliance documents at scale replacing manual review with audit-grade accuracy.
75% reduction in document review timeFraud Detection & Alert Agent
Real-time transaction monitoring agents that flag anomalies, cross-reference watchlists and generate SAR-ready documentation with full audit trails.
3x faster suspicious activity detectionInvestment Research CopiloT
Synthesises earnings calls, filings, market data and news into structured analyst briefings saving hours per research cycle.
60% faster research turnaroundLoan Underwriting Agent
Automates multi-source data gathering, risk scoring and initial underwriting decisioning with explainable outputs that meet regulatory scrutiny.
45% reduction in underwriting cycle time LOGISTICS &
SUPPLY CHAIN
Personalization & Recommendation Agent
Continuously learns from browsing, purchase, and engagement signals to deliver real-time product recommendations across web, app and email.
24% lift in conversion rate Demand Forecasting & Inventory Agent
Predicts SKU-level demand across stores, channels and seasons flagging stockouts, overstock risk and replenishment triggers.
30% reduction in stockoutsCustomer Support Resolution AgenT
Handles order tracking, returns, exchanges and product queries across chat, email and voice.
65% deflection rate, 24/7 coverage Product Content Generation Agent
Generates SEO-optimized product descriptions, attributes and category content from raw vendor data at scale, in multiple languages, on brand.
10x faster catalog enrichment FINANCIAL SERVICES
& BANKING
Predictive Maintenance AgenT
Monitors machine telemetry, vibration data and maintenance history to predict equipment failures, auto-routing work orders to the right technician.
42% reduction in unplanned downtime Visual Quality Inspection Agent
Real-time computer vision agents that inspect parts on the production line, flagging defects with sub-millimeter precision and continuously learning new defect patterns.
95%+ defect detection accuracyProduction Planning & OEE Agent
Continuously optimizes production schedules across lines, shifts and orders factoring in machine availability, material flow and order priority in real time.
18% improvement in OEEWorker Safety & Compliance Agent
Vision-based agents that monitor PPE compliance, restricted zone violations and unsafe behaviors alerting supervisors before incidents occur.
50% reduction in safety incidentsRETAIL &
E-COMMERCE
Automated Property Valuation Agent
Generates property valuations using comparable sales, market trends, location intelligence and structural data, explainable, auditable and continuously updated.
80% faster valuation turnaroundLead Qualification & Nurture Agent
Engages inbound leads across channels, qualifies intent and budget, schedules site visits and nurtures cold leads back to active.
3x improvement in qualified-lead conversion Transaction Document Agent
Automates document workflows across sale agreements, lease contracts, title documents and compliance filings extracting clauses, flagging risks and prepping signatures.
70% reduction in transaction processing time Tenant & Portfolio Intelligence Agent
Monitors tenant payment patterns, maintenance requests and lease lifecycle events surfacing churn risk, renewal opportunities and operational issues.
25% improvement in renewal rates REAL ESTATE
& PROPTECH
Dynamic Routing & Dispatch Agent
Real-time route optimisation agents that factor in live traffic, vehicle capacity, delivery windows and driver constraints autonomously re-routing when conditions change.
28% reduction in fuel costs Supply Chain Disruption Agent
Monitors supplier signals, port congestion data, and geopolitical risk feeds flagging supply disruptions early with recommended mitigation actions.
Early warning 3-5 days ahead of disruption Warehouse Optimisation Agent
Analyses pick patterns, inventory velocity and labor data to continuously optimize warehouse slotting and task assignment .
20% increase in picks per hour Customs & Compliance Agent
Automates customs documentation, HS code classification and trade compliance checks across cross-border shipments reducing clearance delays and penalties.
85% reduction in customs documentation time Clinical Documentation Agent
Extracts and structures clinical data from unstructured notes, discharge summaries and EHR records ensuring HIPAA-compliant data handling
55% reduction in clinical admin timePrior Authorization AI Agent
Automates prior authorization retrieving clinical criteria, matching patient records and submitting documentation to payers in hours.
70% faster prior auth processingPatient Risk Stratification Agent
Continuously analyses patient data to identify high-risk individuals for proactive intervention surfacing insights manual review would miss.
30% improvement in early intervention ratesHealthcare Interoperability Agent
Bridges disparate EHR systems and data formats enabling intelligent data exchange across care settings without custom point-to-point integrations.
Unified patient records across 5+ systems Thefullstack. Model-agnostic. Vendor-neutral.
Instead of reselling, we pick the right tool for your use case
Large Language Models
Selected by cost, latency & compliance
GPT-4o / GPT-4 Falcon (air-gapped) Cohere Command R+ Mistral / Mixtral Llama 3 (on-prem) Claude 3.5 Gemini 1.5 Pro Custom fine-tunedAgent Frameworks & Orchestration
Build from primitives when needed
LangChain / LangGraph AutoGen (Microsoft) CrewAI LlamaIndex DSPy Semantic Kernel Haystack Custom runtimesVector DBs & RAG Infrastructure
Semantic search & knowledge grounding
Pinecone Weaviate Qdrant pgvector Chroma Elasticsearch Azure AI Search Redis VSSEnterprise Connectors
Agents inside your existing systems
SAP ERP / S4HANA Salesforce CRM Microsoft 365 / SharePoint ServiceNow Slack / Teams REST / GraphQL APIs SCADA / OT Systems Legacy adaptersCloud & Deployment
Multi-cloud, on-premise, air-gapped
AWS Bedrock / SageMaker Azure OpenAI / ML Studio Docker / Kubernetes On-premise / Air-gapped NVIDIA GPU clusters GCP Vertex AIObservability & Governance
Trustworthy, auditable, improvable AI
LangSmith Arize AI OpenTelemetry / Traceloop Guardrails AI RAGAS Prometheus + Grafana Custom audit pipelinesSelected by cost, latency & compliance
GPT-4o / GPT-4 Falcon (air-gapped) Cohere Command R+ Mistral / Mixtral Llama 3 (on-prem) Claude 3.5 Gemini 1.5 Pro Custom fine-tuned
Numbersfromproduction.
0%
Maintenance cost reduction
U.S. utility using AI-driven Digital Twins and predictive agents
0+
Enterprise projects delivered
Across utilities, defence, telecom, logistics and agriculture
0%
Auth infrastructure cost saved
Agentic SSO integration across Shopify, Vimeo and Zoho via Auth0
0+
Years in regulated environments
Building production-grade systems since 2012
0%
Maintenance cost reduction
U.S. utility using AI-driven Digital Twins and predictive agents
0+
Enterprise projects delivered
Across utilities, defence, telecom, logistics and agriculture
0%
Auth infrastructure cost saved
Agentic SSO integration across Shopify, Vimeo and Zoho via Auth0
0+
Years in regulated environments
Building production-grade systems since 2012
Deployed a multi-agent system combining Digital Twins, computer vision and predictive maintenance agents across 3,400+ infrastructure assets. Agents flag anomalies, auto-schedule maintenance and update GIS records with zero manual dispatch.
Impact: 40% reduction in unplanned outages
Questionswegetaskedbeforeeveryengagement
The hard questions deserve direct answers. If something isn't covered here- ask us. We'd rather have the conversation early.
RPA follows rigid rules, if the input changes, it breaks. AI agents reason about what they're seeing and adapt. They can handle ambiguous inputs, unstructured data, and multi-step decisions that RPA can't. That said, for highly structured, stable workflows, RPA is often still the right tool and we'll tell you which is which.
Through architecture and not hope. We use RAG to ground agents in your actual data, implement output validators that check responses against business rules, build confidence scoring into every decision path, and design human escalation triggers for edge cases. The goal is agents that know what they don't know.
Yes, this is where we do our best work. We've integrated with SAP, Oracle, custom-built ERP systems, 20-year-old SCADA platforms and everything in between. We build adapter layers and API bridges that let modern AI agents talk to legacy infrastructure without requiring you to replace it.
Compliance is core to how we architect not a box we tick at the end. Every system includes full audit trails, explainable decision logging, role-based access controls and data residency options. We have built for NERC, HIPAA, GDPR, ITAR and financial services regulations.
Both. For many enterprises, cloud-based APIs (OpenAI, Anthropic) are fine with appropriate data handling. For regulated industries with strict data residency or air-gapped environments, we deploy open-source models (Llama, Mistral, Falcon) entirely on your own infrastructure; no data ever leaves your perimeter.
Scope determines cost. A focused single-agent automation workflow can be scoped and live in 6-10 weeks. A full multi-agent enterprise system with deep legacy integration typically runs 12-24 weeks. We scope every engagement honestly after a discovery session,no ballpark numbers that change once we start.
You can, that's the goal. We build with your team's ownership in mind: clean codebases, full documentation, knowledge transfer sessions and operational runbooks. We also offer managed services if you'd prefer 12th Wonder to run ongoing monitoring, improvement cycles and model updates.
LET’S TALK AI
SEND US YOUR CHALLENGE
A short description of your problem is enough. We will take it from there.