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Harmony
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Build, fine-tune, and deploy large language models and NLP systems with an experienced AI engineering team — without hiring in-house
Typical outcomes when we take LLM/NLP from idea to production
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Dedicated
AI & NLP engineers
Secure
, enterprise-grade
architecture
LLM & NLP Outsourcing for Scalable AI Solutions
AI DELIVERY SNAPSHOT
*Metrics depend on data quality, scope, and integration complexity
Faster
time-to-production
Full ownership
of code & data
Time-to-Delivery
3× faster
Conversion / Resolution
+25%
Unified Data Layer
RAG-ready
Manual Workload
−70%
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LLM va NLP autsorsing
Product Features
What We Deliver with LLM & NLP Outsourcing
We don’t “sell models”. We deliver production-grade AI capabilities that integrate into your product and operations
Custom LLM Solutions
Open-source or proprietary model strategy, evaluation, and deployment
Model selection and benchmarking
LLM architecture design tailored to business needs
Cost and latency optimization
NLP Pipelines
Text classification, extraction, summarization, and semantic understanding
NER / entity extraction
Document & message routing
Multilingual processing
Conversational AI
Assistants for support, sales, internal ops, and knowledge access
Tool calling & workflows
Guardrails & safety
Human-in-the-loop
Semantic Search & RAG
Reliable answers grounded in your documents and data
Vector search & indexing
Retrieval evaluation
Response quality and relevance management
Text Analytics at Scale
Insights from tickets, chats, reviews, calls, and logs
Topic modeling & clustering
Sentiment / intent
Quality monitoring
From PoC to production with CI/CD, monitoring, and governance
API / microservices
Observability & drift
Access control & audit
Integration & MLOps
Application
Business Use Cases
Typical scenarios where LLM & NLP deliver measurable impact
Enterprise Knowledge Assistant
Reduce time spent searching docs, policies, and internal systems
Customer Support Automation
Deflection, faster resolution, and consistent quality with guardrails
Document Processing & Compliance
Extract fields, classify documents, detect risks, and generate summaries
Internal AI assistants for operational tasks
Automation of reports, drafts, and routine actions across your tools and processes
Personalization of text responses
The model understands the meaning of the query and user intent to deliver more accurate and useful answers
Multilingual NLP
Scale communication across markets with consistent processing and quality
Steps
How Our LLM & NLP Outsourcing Model Works
A pragmatic delivery framework focused on outcomes, safety, and production readiness
Discovery
Goals, constraints, success metrics, risk map, and ROI hypothesis
Architecture
Data strategy, model strategy, security approach, integration plan
Build & Integrate
MVP → iteration cycles, evaluation, UX flows, system integrations
Deploy & Optimize
Monitoring, guardrails, human-in-the-loop, cost/latency tuning
technologies
Technologies & Stack
We design for cloud, on-prem, or hybrid environments depending on your security requirements
Open-source vs proprietary models
Fine-tuning vs RAG vs hybrid
Evaluation & governance
LLM Strategy
Embeddings & semantic similarity
Classification / extraction / summarization
Multilingual & domain adaptation
NLP Core
CI/CD and model versioning
Monitoring, drift, and quality metrics
Latency/cost optimization
Infrastructure & MLOps
Data isolation and access control
Audit trails & policy enforcement
PII handling and redaction
Security
APIs and microservices
Tool calling and workflow orchestration
Enterprise systems connectivity
Integration
Datasets and test scenarios for quality evaluation
Safety mechanisms, error control, and fallback logic
Response transparency and source traceability in RAG
Quality & Reliability
Why Zentavor
Why Outsource LLM & NLP to Zentavor
AI-First Engineering
Senior engineering approach: architecture, delivery, and measurable outcomes
Enterprise Readiness
Security, governance, monitoring, and integration built in from day one
Flexible Delivery
Dedicated team or augmentation — with clear reporting and ownership
Partnership
Engagement Models
Dedicated AI Team
We take ownership of delivery with a cross-functional team aligned to your goals
AI Experts Augmentation
Add LLM/NLP engineers to your team to accelerate specific initiatives
Architecture Review
Short engagement to validate approach, risks, timeline, and cost model
Our Expertise
Related Solutions & Products
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AI Agents for Business Automation
Batafsil
Build the foundation for analytics, ML, and reliable RAG pipelines
Data Infrastructure
Batafsil
AI-powered knowledge & document analysis for enterprise teams
AIDOC (Product)
Batafsil
Book a Consultation
Tell us about your use case — we’ll propose architecture, timeline, and a delivery model
Let’s Build Your LLM Solution
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