Agentic AI Services

From AI ambition to production-grade agentic systems.

Vstorm helps mid-market teams identify the right AI opportunities, redesign workflows, architect secure systems, and build agents that operate inside real business processes.

Featured services

The same services you will find
in our primary navigation

The focused offers that match how buyers search and buy — plus a deeper technical catalog below for framework-specific, geo and long-tail needs.

Next step
Map your highest-value AI use case

A 30-minute call with an engineer — one workflow, the data behind it, and a realistic path to production. No pitch deck.

Methodology

Every engagement ships the same way

Whichever service you pick, the engagement runs through the same TriStorm path, so you always know what happens next and what you get at each stage.

Consulting

Identify where agentic AI creates the highest operational leverage in your business — before any architecture or code.

  • Workflow and use-case audit across your operations
  • Prioritized roadmap with an ROI model per use case
  • Readiness and governance assessment

Building

Prove the approach on your real workloads, then build the validated use case out into a production-ready system inside your environment.

  • Working prototype on your data, measured against agreed accuracy, latency, and cost criteria
  • Go/no-go recommendation, then system architecture and integration plan
  • Agents connected to your systems, with eval suites and observability wired in

Transforming

Roll the system into production, tune it as usage grows, and hand it over to your team.

  • Production rollout with operator training and documentation
  • Monitoring, continuous evals, and cost and performance tuning
  • Structured knowledge transfer — your team owns and operates the system
  1. 01

    Custom LLM-based software

    Building secure custom LLM-powered applications that search, understand meaning and converse in text utilizing your company's data without privacy risks.

    LLM
  2. 02

    Large Language Models development

    Fine-tuning, prompt engineering and personalization of open source LLMs for specific industries and use cases to increase accuracy, efficiency, security and privacy.

    LLM
  3. 03

    AI Consultancy

    Our AI consultancy identifies the best solutions for your business, optimizing processes with advanced language models and tailored AI technologies.

    Advisory
  4. 04

    Custom AI chatbot development

    Artificial intelligence chatbot development creates advanced chatbots to automate communication and support business processes.

    Capability
  5. 05

    LlamaIndex development

    LlamaIndex retrieval over your unstructured and large-scale data, so a question against thousands of documents returns a sourced answer.

    Framework
  6. 06

    LLM Ops service

    Efficiently optimize, scale, and manage your Large Language Models with tailored LLM Ops solutions.

    Operations
  7. 07

    ML Ops service

    Efficiently optimize, scale, and manage your Machine Learning models with tailored ML Ops solutions.

    Operations
  8. 08

    NLP development company

    Extraction, classification, and search over your own language data, with evaluation and full ownership transfer.

    NLP
  9. 09

    Prompt design and engineering

    Versioned prompts, tool contracts, and regression gates so LLM quality stays measurable in production.

    Prompting
  10. 10

    AI model training

    Fine-tuning with data preparation, evaluation against your metrics, and a deployment path your team owns.

    Training
  11. 11

    PyTorch development

    Custom models, training pipelines, and GPU-optimised inference with export paths and ownership transfer.

    Framework
  12. 12

    Stable Diffusion integration

    Stable Diffusion inside your existing workflows, with brand-consistent output and private hosting options.

    Multimodal
  13. 13

    Generative AI development company

    Agents, retrieval, and generative workflows proven on your data, then shipped with ownership transfer.

    Generative
  14. 14

    AI capabilities and technology stack

    The full map of retrieval, language, and multimodal capabilities behind our production systems.

    Catalog
  1. 01

    Agentic AI consulting in Saudi Arabia

    Ranked use cases, a Proof of Value on your data, then agents your team owns.

    Riyadh
  2. 02

    AI agent development in Saudi Arabia

    One high-value workflow, evaluated on your data, with code and runbooks handed over.

    Saudi Arabia
  3. 03

    Riyadh RAG consulting

    Answers grounded in your documents, measured against a real evaluation set, deployable on-premises.

    Riyadh
  4. 04

    AI consultancy in New York

    Use cases ranked by ROI for New York mid-market teams, then agents in production.

    New York
  5. 05

    AI development company Berlin

    Agentic AI engineering for Berlin companies, delivered from Poland in the same time zone with EU data residency.

    Berlin
  6. 06

    AI agents for government

    Case triage, document handling, and citizen response under least privilege and a full audit trail.

    Public sector
  7. 07

    AI agent development for startups

    A scoped MVP with evaluation from sprint one, and code your team owns.

    Startups
  8. 08

    Web product development

    AI-enabled MVPs scoped small, shipped to real users, then expanded on evidence.

    Startups
  9. 09

    AI business assistance

    Agentic systems for the operational work that eats the week — intake, routing, and follow-up.

    Operations
  10. 10

    AI customer support

    Grounded deflection, agent assist, and clean handoff when a person must decide.

    Support
  11. 11

    AI documentation automation

    Document intake, structured extraction, and documentation generated from code.

    Documents
  12. 12

    AI content personalization

    Ranking, generation, and brand rules proven on one surface before scaling across channels.

    Marketing
Common questions

Frequently asked questions

Where should we start? +
If you need clarity on use cases, readiness, or ROI before you build, start with AI Transformation Consulting. If you already know the system (single-agent, multi-agent, RAG, or Pydantic) go straight to that service. Every engagement still opens with a Proof of Value on your real workloads, so you validate before you commit to full delivery.
What if we do not have a defined use case yet? +
That is the most common starting point. The Consulting phase audits your workflows, surfaces automation candidates, and ranks them by expected ROI. You leave with a prioritized roadmap you can execute — with us or on your own.
Can we go straight to building? +
Yes. Engagements start where you are today — if the use case is already defined, we begin with a Proof of Value on your real workloads and move to architecture and delivery once the evidence supports it.
How long until we see a working system? +
The first Proof of Value typically lands in about three weeks. Production timelines depend on the integrations and compliance requirements involved — the solution architecture phase produces a concrete timeline before the build starts.
How is an engagement priced? +
Each phase is scoped and priced separately, and you commit to one phase at a time. The Proof of Value gives you measured results and a feasibility report before you commit to a full build — no long-term contract up front.
Does the system run in our environment? +
Yes. We design for your security and compliance constraints — systems run in your cloud or on-premises, grounded in your company's data. We have delivered HIPAA-compliant healthcare systems and on-premises LLM deployments.
Which frameworks and stacks do you work with? +
We are an official Pydantic implementation partner and build with Pydantic AI, LangChain and LangGraph, and LlamaIndex, backed by LLM Ops and ML Ops practices for production operations. Framework choice follows your constraints — it is part of the consultation, not a default.
How do you avoid vendor lock-in? +
Knowledge transfer is built into delivery. We work embedded with your team, explain architectural decisions as they are made, and close every engagement with documentation, runbooks, and training, so your engineers own and operate the system independently.
Where can we see proof? +
Our case studies publish real numbers from 30+ production deployments — including guideline-executing clinical triage reaching 98% on the open 50-scenario benchmark and a workflow generator that cut a two-hour task to three minutes. See vstorm.co/case-studies.
Work with us

Not sure which service fits? Let us map it together

Book a free 45-minute consultation. We will identify the highest-value AI opportunity for your business.