AI Engineering8 min read
Building Production-Ready AI Agents: From Prototype to Scale
Learn the key architectural decisions and engineering practices that separate demo AI agents from production systems handling millions of requests.
Enterprise AI Engineering
AI That Transforms
Enterprise Operations
We architect and deploy production AI systems for the world's most ambitious organizations.
AI AgentsRAG PipelinesLLM IntegrationWorkflow AutomationEnterprise Copilots
500+
AI Systems Delivered
6 Weeks
Avg. Time to Production
99.9%
Platform Uptime
40%
Avg. Cost Reduction
RDMI Intelligence2025 Report
The Automation
Economy
How AI Agents Are Reshaping Enterprise Operations
A comprehensive analysis of how autonomous AI agents are transforming enterprise workflows across industries — based on data from 500+ production deployments, conversations with 100+ CTOs, and our hands-on engineering experience.
500+
AI systems analyzed
100+
CTO interviews
12
Industries covered
Latest from RDMI Intelligence
View allWhat We Build
All solutionsEnterprise AI that ships to production.
We also build
AI Voice AgentsRAG PipelinesHealthcare AIDocument IntelligenceWorkflow AutomationAI AnalyticsCompliance AISales AI / CRM
Not sure which solution fits?
Our team will assess your needs and recommend the right approach — no commitment required.
Industries
Discuss your industryAI solutions tailored to your industry
Every industry has unique data, regulations, and workflows. We build AI systems that understand your domain — not generic tools bolted on.
60%
Faster document review
Financial Services
Automated compliance monitoring, fraud detection agents, and intelligent document processing for banking and insurance.
Due diligence automationRisk assessmentKYC processingClaims intelligence
3x
Faster data extraction
Healthcare & Life Sciences
Clinical data extraction, patient communication copilots, and research synthesis systems that meet regulatory standards.
Clinical trial matchingMedical records AIPatient triageResearch synthesis
35%
Reduction in downtime
Manufacturing & Logistics
Predictive maintenance, supply chain optimization, and quality control systems powered by computer vision and AI agents.
Predictive maintenanceSupply chain AIQuality inspectionDemand forecasting
28%
Revenue uplift
Retail & E-Commerce
Personalization engines, inventory intelligence, and customer service automation that scales with your business.
Product recommendationsDynamic pricingCustomer support AIInventory optimization
40%
Time savings on research
Professional Services
Research agents, proposal generation, knowledge management copilots, and intelligent workflow automation for consulting firms.
Competitive intelligenceReport generationKnowledge searchProposal drafting
50%
Dev velocity increase
Technology & SaaS
Code review agents, test automation, internal copilots, and AI-native product features for software companies.
Code generationTest automationDocumentation AIFeature intelligence
Don't see your industry? We've likely built something similar.
Let's discuss your projectWhy RDMIWe don't just
We don't just
build AI.
We ship it.
Most AI projects die in the POC phase. Ours don't. We've learned what it takes to get past security review, into production, and delivering value.
01
Production-First Engineering
We don't build demos. Every system is architected for scale, security review, and enterprise deployment from day one.
500+ AI systems shipped to production environments
02
One Team, Whole Stack
Design, LLM engineering, infrastructure, and product — one team owns the outcome. No handoffs, no gaps.
Average engagement: 4-6 weeks to first production release
03
Built-In Safety & Trust
Evaluations, guardrails, hallucination detection, and audit trails are standard. Your AI passes security review the first time.
99.9% uptime across all production deployments
04
Outcomes Over Outputs
We measure success by business impact — cost reduction, revenue lift, time saved. Not story points or model benchmarks.
Clients see measurable ROI within the first quarter
How We Work
A proven path from idea to production AI
Every engagement follows a structured methodology designed to minimize risk and maximize speed to value.
01
Discovery & Strategy
1–2 weeksWe map your business outcomes, data landscape, and technical constraints. Then prioritize the highest-ROI AI opportunities with clear success criteria.
Key Deliverables
- Stakeholder alignment workshop
- AI opportunity assessment
- Data & system audit
- ROI model & success metrics
02
Architecture & Proof
2–3 weeksDesign the solution architecture, build rapid proofs, and establish evaluations, safety protocols, and observability before scaling.
Key Deliverables
- Solution architecture blueprint
- Working proof of concept
- Evaluation & safety framework
- Delivery roadmap & milestones
03
Build & Integrate
4–8 weeksShip the production system with rigorous QA, guardrails, and performance engineering. Full-stack — from AI models to user experience.
Key Deliverables
- Production-ready AI system
- CI/CD pipeline for models
- Security review & compliance
- Integration with your stack
04
Launch & Optimize
1–2 weeksDeploy with confidence. Instrument analytics, run experiments, and hand over with documentation and training for your team.
Key Deliverables
- Production deployment & monitoring
- Performance analytics dashboard
- Team training & documentation
- Ongoing optimization playbook
Ready to start? Most projects go from kickoff to production in under 10 weeks.
Start your projectPortfolio
View all workAI products we've shipped
AI Voice
AI Voice Agent Platform
Conversational AI handling inbound/outbound calls with human-like voice agents — automated scheduling, lead qualification, and support at scale.
Key Result
78% call resolution without human handoff
TwilioDeepgramGPT-4o
Healthcare AI
Intelligent Patient Payment Platform
Automated patient billing with AI-personalized reminders, flexible payment plans, and integrated processing — 3x collection rates.
Key Result
3x patient payment collection
Next.jsStripeClaude
AI Agents
Agentic Research Copilot
Multi-step research agent that drafts briefs, synthesizes 50+ sources, and cites every claim — reducing research cycles from days to hours.
Key Result
6.5x faster research turnaround
GPT-4oLangChainPinecone
AI Software
AI Compliance & Risk Monitoring
Real-time compliance monitoring scanning communications and transactions for violations — with automated flagging and remediation.
Key Result
90% faster compliance review
PythonGPT-4ElasticSearch
Careers
Build the future of AI with us
We're a small, focused team shipping AI systems that work in production. If you want to build things that matter — not just demos — we should talk.
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Ready to start?Let's build AI that
Let's build AI that
actually works.
Tell us about your challenge. We'll respond within one business day with a tailored approach and team recommendation.