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nehlum Services GenAI & AI Agentic Solutions
04 · GenAI & AI Agentic Solutions

AI agents that reason, plan, and get work done.

Generative AI engineered for the enterprise — autonomous agents, RAG-grounded assistants, semantic search, and knowledge systems that automate multi-step work across your tools, safely and at scale.

AI Agents RAG & Semantic Search Workflow Automation Multi-Agent Orchestration LLMOps Knowledge Management
Start a conversation Explore capabilities
70%
Manual workflows automated
24/7
Autonomous operation
20–30%
Search relevance uplift
6
Production GenAI offerings
THE PROBLEM

Teams are buried in repetitive work and knowledge they can't reach.

Chatbots that hallucinate, keyword search that misses intent, and hard-coded automations that break the moment a process changes. We build agentic systems that reason over your data and act across your tools — grounded, governed, and accountable.

Without agentic AI
Repetitive manual tasks
Knowledge buried in docs
Slow ticket resolution
Keyword-only search
Siloed expertise
No 24/7 coverage
Brittle automations
Hallucination risk
Hard-coded workflows
Context lost across tools
With nehlum GenAI & Agents
Autonomous agents that plan and complete multi-step work
RAG-grounded answers with citations — no hallucinations
Semantic search across every document and system
Personal AI agents that capture and share expertise
24/7 multi-modal assistants on web, app, and voice
Full LLMOps — evaluation, guardrails, and observability
TOP AGENTIC AI SOLUTIONS

The agents enterprises deploy first.

Addressing key client pain points — each agent targets a high-volume, high-cost workflow and starts paying back from day one.

Intelligent Email & Inbox Agent

Auto-triage, prioritize and draft replies — cutting email overload.

Document Processing Agent

Extract data from invoices, contracts and forms with high accuracy.

Customer Support Agent

24/7 query resolution with knowledge retrieval and smart escalation.

Sales & CRM Assistant Agent

Qualify leads, update CRM and surface next-best actions.

Procurement & Vendor Agent

Compare vendors, track deliveries and flag procurement risk.

HR & People Support Agent

HR queries, policy lookup, onboarding and document generation.

Compliance & Risk Agent

Monitor policies, review documents and ensure compliance.

Finance & Accounts Payable Agent

Reconcile invoices, flag anomalies and accelerate the month-end close.

IT Helpdesk & Ops Agent

Resolve tickets, reset access and triage incidents automatically.

Data & Analytics Agent

Query data in plain language and generate reports and dashboards on demand.

Scheduling & Meeting Agent

Coordinate calendars, capture minutes and assign follow-up actions.

Marketing Content Agent

Draft campaigns, personalize outreach and repurpose content at scale.

01CAPABILITIES

Six GenAI offerings. One agentic platform.

From autonomous agents to RAG assistants and LLMOps — modular capabilities that compose into a complete, production-grade generative AI stack.

AGENTS

AI Agents & Automation

Autonomous agents that reason, plan, and act across your tools to complete multi-step work — with tool use, memory, and human-in-the-loop control where it matters.

Tool Use Planning Multi-Agent
ASSISTANTS

Customer Support Assistant

A personalized, multi-modal virtual assistant for support and engagement — customizable, trainable in one click, and deployable across text and voice channels.

Multi-modal RLHF LLM choice
RETRIEVAL

Enterprise Semantic Search

RAG-powered retrieval that returns results by meaning and context, not keywords — layered over Elasticsearch, Azure, or GCP search without re-uploading your data.

RAG Vector DB Re-ranking
KNOWLEDGE

Knowledge Management

Personal AI agents and collaborative intelligence that centralize, extract, and preserve enterprise knowledge — so expertise outlasts any single team member.

Personal agents Knowledge graph Extraction
LLMOPS

LLMOps & MLOps

MLOps, AutoML, and LLM operations — fine-tuning, evaluation, prompt management, and production serving with full observability and cost control.

MLflow Evaluation Fine-tuning
STRATEGY

Generative AI Strategy

AI advisory and strategy development — use-case discovery, feasibility, ROI modeling, and a phased roadmap that turns ambition into shipped systems.

Roadmap Discovery ROI model
Related service · Regulated industries

On-Premise & Self-Hosted AI

Sovereign-grade AI that stays entirely within your walls — air-gapped or KSA-only, audit-ready by design, with no external calls. Built for banks, ministries, healthcare, and critical infrastructure.

Explore
02SOLUTIONS WE BUILD

Production-grade GenAI, applied to real work.

Named solutions we design, build, and operate — each grounded in your data, governed, and ready for the KSA enterprise.

Enterprise AI Agents

Autonomous agents that plan and execute multi-step work across your enterprise tools and systems.

AI Customer Support Systems

Always-on support agents that resolve tickets, answer questions, and escalate with full context.

AI-Powered Document Processing

Extract, classify, and route data from contracts, invoices, and forms — at scale, with accuracy.

Arabic AI Assistants

Native Arabic assistants that understand dialect and context — built for the KSA market.

Knowledge Base Systems with AI Chatbot

RAG-grounded knowledge bases with a conversational chatbot that answers from your own content.

Voice AI Agents

Natural voice agents that handle calls, bookings, and inquiries across phone and channels.

AI Workflow Automation

Agentic automation that replaces brittle scripts — adapting as your processes change.

AI Copilots

In-app copilots that assist your teams inside the tools they already use every day.

Customer Communication Analysis

Unified sentiment and intent analysis across social media, calls, and emails — insight from every touchpoint.

02HOW OUR AGENTS WORK

An agent is a loop: perceive, reason, act, observe.

Unlike a one-shot prompt, an agent decomposes a goal, picks the right tools, executes, and checks its own work — repeating until the task is done. Every step is observable and governed.

01
Perceive
Ingest context from the prompt, memory, tools, and live enterprise data.
02
Reason
Decompose the goal and decide the next best action toward it.
03
Plan
Sequence the steps and select the right tool for each.
04
Act
Call APIs, query data, and trigger workflows in your systems.
05
Observe
Evaluate the result, update memory, and loop until done.
The agent loops until the goal is satisfied — with guardrails, memory, and a human-in-the-loop checkpoint where it matters.
Tool Use
Acts, not just answers
Agents call your APIs, databases, and apps to get real work done.
Memory
Remembers context
Short- and long-term memory keeps multi-step tasks coherent.
Guardrails
Safe by design
Policy checks, PII redaction, and approval gates on every action.
Observability
Fully traceable
Every reasoning step and tool call is logged and auditable.
03MULTI-AGENT ORCHESTRATION

Specialist agents, working as a team.

Complex work rarely fits one model. An orchestrator decomposes the goal and routes each sub-task to a specialist agent — research, retrieval, action, verification — each with its own tools and guardrails.

Orchestrator
Decomposes the goal and routes work to the right specialist.
Research Agent
Gathers and synthesizes information across sources.
Action Agent
Executes tasks — APIs, transactions, and workflows.
Verifier Agent
Checks outputs against policy and ground truth before they ship.
nehlum Support Agent
Online · grounded in your docs
Cancel order #4827 and refund to the original card.
lookup order verify policy issue refund
Done. Order #4827 is cancelled and SAR 540 has been refunded to your Visa ending 4471 — it'll appear in 3–5 days. Anything else?
Deploy across every channel
Website Mobile app Voice WhatsApp Email Teams / Slack
04TECHNOLOGY ECOSYSTEM

Model-agnostic. Best-of-breed stack.

We pick the right model and framework for your use case — open or proprietary — and run it on your cloud, with full evaluation and observability.

Foundation Models
OpenAI GPT
Anthropic Claude
Google Gemini
Meta Llama
Mistral
Agent Frameworks
LangGraph
LangChain
LlamaIndex
AutoGen
CrewAI
Semantic Kernel
Vector & Retrieval
Pinecone
Weaviate
pgvector
Elasticsearch
FAISS
Cloud AI Platforms
Amazon Bedrock
Azure OpenAI
GCP Vertex AI
LLMOps & Evaluation
MLflow
LangSmith
Weights & Biases
Ragas
06HOW WE ENGAGE

Start with one agent. Scale to a platform.

Whether you need a rapid use-case discovery, a single production agent, or a full GenAI platform with LLMOps — we adapt to your context.

GenAI Discovery

A rapid use-case discovery, feasibility review, and prioritized AI roadmap.

3–4 weeks

Agent Pilot

Design, build, and ship a production agent for one high-value workflow.

6–10 weeks

GenAI Platform Build

End-to-end platform — RAG, agents, and LLMOps — wired into your systems.

12–24 weeks

Embedded AI Team

Senior AI and ML engineers placed directly in your team — on-demand capacity.

Ongoing

Ready to put AI agents to work?

From a single agent pilot to a full GenAI platform — nehlum builds, grounds, and governs your generative AI. No hype. Just engineers.

01Company Profile

Everything nehlum, in one document.

Capabilities, product ecosystem, certifications, and global delivery — distilled into a single, share-ready PDF.

Capabilities Product ecosystem Certifications Global delivery AI Systems AI Services
Download Profile PDFA4Updated 2026
nehlum
2026 EDITION
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