LLM Application Development
Build reliable LLM-powered products: copilots, search assistants, summarization, classification, and knowledge chat—designed for accuracy and cost control.
CMROK Technologies builds custom AI solutions that actually ship: LLM application development, AI agent automation, RAG chatbots, Voice AI assistants, and Avatar AI experiences—optimized for latency, reliability, and ROI.
End-to-end delivery: discovery → architecture → implementation → deployment → monitoring & iteration.
Build reliable LLM-powered products: copilots, search assistants, summarization, classification, and knowledge chat—designed for accuracy and cost control.
Retrieval-Augmented Generation with citations, access control, and fresh data pipelines—ideal for customer support, internal knowledge bases, and docs.
Tool-using agents that execute workflows across CRM, email, docs, and APIs—built with guardrails, approvals, and audit logs for safe automation.
Low-latency speech: streaming ASR, natural TTS, barge-in, and turn-taking—great for call automation, kiosks, and real-time voice agents.
Photoreal or stylized avatars with lip-sync and expressive delivery—ideal for onboarding, sales demos, training, and customer engagement.
Ship confidently with model/version governance, eval harnesses, latency monitoring, cost dashboards, and incident-ready operations.
Each section includes strong keywords people search for (without keyword stuffing) and clear business outcomes.
We build generative AI solutions for content, support, analytics, and knowledge workflows—grounded for factuality and branded for tone.
We help choose between LLM integration, RAG, adapters, or fine-tuning—based on accuracy, cost, privacy, and time-to-market.
Enterprise-grade RAG architecture with chunking, embeddings, reranking, citations, and ACL-aware retrieval for compliant answers.
Production AI agent development that connects to your tools (CRM, ticketing, billing, docs). Includes approvals, rate limits, and audit trails.
Customer support and internal copilots using conversational AI best practices: intent routing, tool calls, safety filters, and human handoff.
Voice AI development for call automation, kiosks, and assistants: streaming STT, natural TTS, barge-in, and low-latency pipelines.
Avatar AI for onboarding, training, marketing, and interactive demos—photoreal or stylized, with controllable gestures and lip-sync.
Computer vision for inspection, OCR pipelines, and document processing—extract structured data and automate back-office operations.
We adapt AI to your domain, data, compliance needs, and business KPIs.
Product Q&A, support automation, personalization, returns assistants.
Shipment copilots, OCR docs, ETA assistants, ops automation.
Intake automation, call routing, summarization with guardrails.
KYC assistance, support triage, secure retrieval & compliance.
We ship in stages so you get value early, with measurable quality and predictable costs.
We define success metrics, identify the right AI approach (RAG vs fine-tuning vs agents), and map data/security requirements.
Fast proof-of-concept with real user flows. We test accuracy, latency, and cost—then iterate based on feedback.
Robust architecture, tools integration, caching, rate limiting, and fallback logic. Built for scale and maintainability.
Monitoring, evals, analytics, and continuous improvement so quality stays high as data and traffic grow.
These are common wins that drive revenue, reduce support load, and improve user experience.
RAG chatbot that answers from docs, tickets, and policies with citations and handoff to humans when needed.
Agents that research leads, draft emails, update CRM, and schedule calls—controlled by approvals and audit logs.
Real-time voice assistant with a digital presenter for kiosks, onboarding, and interactive product experiences.
Extract structured fields from PDFs, invoices, IDs, and forms—then route to your systems automatically.
Secure enterprise search over wikis, docs, SOPs, and code—role-based access, citations, and freshness controls.
Replace these with real client quotes as soon as you have them (even 2–3 is powerful).
“CMROK shipped a production RAG assistant with citations and monitoring faster than we expected.”
“The voice agent latency is excellent—turn-taking feels natural and users love it.”
“Great communication, clear milestones, and measurable improvements after launch.”
Tell us your goals. We’ll respond with architecture suggestions, timeline, and a ballpark estimate.
Short answers that build trust and help SEO.
Both. We deliver custom AI products end-to-end and also integrate LLMs, vector databases, and agent frameworks into existing systems.
Most teams start with RAG for accuracy and freshness. Fine-tuning can help with style, domain behavior, or structured outputs—when it’s justified by eval results.
Yes. We support enterprise deployment options with security controls, data boundaries, logging, and monitoring.
We implement evaluation harnesses, ground-truth tests, hallucination checks, latency budgets, and cost dashboards so you can track progress over time.